diff --git a/iris/tab_ddpm/3/0/synth.csv b/iris/tab_ddpm/3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e3c853f8dfe14252e9ad141ad308d159b88623c9
--- /dev/null
+++ b/iris/tab_ddpm/3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.707037064536777,2.6234664781467645,6.899998757292685,2.2863452446117396,Iris-virginica
+1,6.207810534223166,2.754860565485613,5.592166875683711,1.6031267282902564,Iris-virginica
+2,6.313606253159707,2.4322642364377938,4.790484520458832,1.4964991591972325,Iris-versicolor
+3,6.551739400046466,3.0,5.821003435181358,2.2028623016169497,Iris-virginica
+4,5.709845067670844,2.8412932717829342,4.503899960291067,1.3114820967929983,Iris-versicolor
+5,6.096850757872225,2.604232266628298,5.573340937843382,1.3952665051566908,Iris-virginica
+6,5.118203797838833,3.4898531726144655,1.402603101548071,0.2020902398457786,Iris-setosa
+7,5.804423020253674,2.7084513790875873,4.091860998151591,1.0169039219066525,Iris-versicolor
+8,6.912912331009798,2.815097874404918,4.823708524756142,1.4056020163179626,Iris-versicolor
+9,5.055107413694699,3.5024923703433064,1.3946987532694242,0.1983940468043923,Iris-setosa
+10,5.569188010266965,3.0,4.071864985490999,1.3171722002963324,Iris-versicolor
+11,5.31949175052341,3.7120393150568285,1.5443831513055506,0.19825413803029301,Iris-setosa
+12,5.563646645210343,2.6018391121786215,4.431489695624501,1.2146161391612054,Iris-versicolor
+13,5.068809044475057,2.4879237965585723,3.0408339037778442,1.0845428143503346,Iris-versicolor
+14,5.514261006904575,2.376677082823373,3.624535359048912,0.9551419927011964,Iris-versicolor
+15,6.590598132882981,3.0,4.416415333144569,1.4048060330638124,Iris-versicolor
+16,5.503944406292945,2.6022475477454696,4.398346225778894,1.2064758687392128,Iris-versicolor
+17,5.413990703151434,3.9,1.3332159466302855,0.41057084922153086,Iris-setosa
+18,4.945741482164598,2.412293845183279,3.19628622282168,1.0283167221696656,Iris-versicolor
+19,7.686344028946694,2.804758619537966,6.674555570575186,1.9961252885777954,Iris-virginica
+20,4.675506879145776,3.397230660391952,1.3833922551675089,0.3030576969394727,Iris-setosa
+21,5.204623882082727,2.6978620316013595,3.871494769072485,1.3968070532785846,Iris-versicolor
+22,4.97874646621434,3.4101681233480794,1.4926509818657094,0.3617778748960787,Iris-setosa
+23,5.249735113205993,2.4831997255803007,3.435666073270342,1.0945697894437998,Iris-versicolor
+24,5.236538692878151,3.391506766119107,1.4072289776463134,0.19897959572525403,Iris-setosa
+25,5.635650075869138,3.0,4.504543657974967,1.4990077386098974,Iris-versicolor
+26,5.870561928604847,3.0,4.1598609937783255,1.4644082399811664,Iris-versicolor
+27,6.912756253603782,3.0912276810592734,5.113884727046305,2.2940805343710213,Iris-virginica
+28,7.669556440499494,2.5982337734811267,6.8999983944412335,2.3139102730876195,Iris-virginica
+29,5.412143302036785,3.8999995246523524,1.3147908587238861,0.39725759180809084,Iris-setosa
+30,6.7024117445054765,2.5187562859776524,5.818304653378519,1.8070922721221243,Iris-virginica
+31,5.540516939177192,2.595458164759499,4.379570288018597,1.1995499433477477,Iris-versicolor
+32,4.79033709571191,3.0,1.3859541891150358,0.355467239279353,Iris-setosa
+33,4.810782327475392,3.0,1.4018828830419425,0.28601407198310314,Iris-setosa
+34,5.014616349723738,2.0,3.589162110903667,0.8748626144394431,Iris-versicolor
+35,7.300009880827057,2.9030607457031943,6.288749200382499,1.7867691024274954,Iris-virginica
+36,6.805900852694985,2.80177468078792,4.794423377765398,1.4039070703770835,Iris-versicolor
+37,5.02498252024298,2.0,3.6157079323003884,1.0123030531172548,Iris-versicolor
+38,6.675745794940724,3.3018700067425755,5.626472222645986,2.0833901654034466,Iris-virginica
+39,5.6487624084783885,3.0,4.437694135010859,1.510580155567871,Iris-versicolor
+40,5.096371038700705,3.5271114754305404,1.4150451174590915,0.32421131492228017,Iris-setosa
+41,5.369383907710055,3.3968845060355437,1.4983058241560863,0.3562066151513765,Iris-setosa
+42,6.928671954862652,3.0853098120266247,5.114981240568245,2.29292805954498,Iris-virginica
+43,6.0516737607028865,3.3959524299206456,4.493326356773502,1.5838434807517103,Iris-versicolor
+44,6.316227801042381,3.263630805581155,4.721414181819851,1.5756079230167561,Iris-versicolor
+45,5.698374864344597,2.845080410473856,4.244306866586288,1.277616958935479,Iris-versicolor
+46,6.789014301470293,3.0,5.5031034611374,2.0993672209425456,Iris-virginica
+47,4.4938040314994625,2.2984102764323397,1.2929952946885819,0.30848534394741045,Iris-setosa
+48,5.94959324966026,3.0,5.096449199828976,1.8111794790730924,Iris-virginica
+49,6.705077178233162,3.302174297819488,5.69946786376907,2.0917321090568,Iris-virginica
+50,7.689575495993559,2.5935891984948394,6.899997776293666,2.277727946058291,Iris-virginica
+51,4.99025043055842,3.3930749055908103,1.655346222715493,0.39806511835552516,Iris-setosa
+52,4.400000520590288,3.175941524886906,1.2971430991806647,0.19535495987719637,Iris-setosa
+53,6.503525653996254,3.0,5.793034186316726,2.196535419426399,Iris-virginica
+54,7.603230523910232,3.0,6.598071577380291,2.0992776562473923,Iris-virginica
+55,5.209483824160744,2.6997026567538636,3.950434522994776,1.3887944572948818,Iris-versicolor
+56,4.983053270690696,2.0,3.494478026302493,0.955603536781513,Iris-versicolor
+57,6.870142354313087,3.2043855441944076,5.78744958830605,2.2947430668166224,Iris-virginica
+58,5.093136942014069,3.694859056824029,1.497227843781572,0.4021916269030974,Iris-setosa
+59,5.6997463249969424,2.8023606734797775,4.538183495721055,1.301608040500357,Iris-versicolor
+60,4.912932945130304,2.392133218427402,3.0868946738506926,1.0286441906287929,Iris-versicolor
+61,5.314596395105727,3.7025021590265985,1.5669444339449048,0.20008614971513441,Iris-setosa
+62,5.3843459735280526,3.4079902687902104,1.499530934092412,0.3324815877122763,Iris-setosa
+63,6.308284673790641,3.4003183903273846,5.591000834869819,2.404147147978909,Iris-virginica
+64,6.307465491444867,2.410061203910596,4.824846047277932,1.4973466833458613,Iris-versicolor
+65,4.794795988099164,3.400915113072504,1.498938684719988,0.19927554134130385,Iris-setosa
+66,5.5020875828216065,2.3991787892115806,3.7422986891045875,0.9876249731409035,Iris-versicolor
+67,6.676599645023329,3.1054916025347716,5.785647286083061,2.246060851288229,Iris-virginica
+68,4.4,2.9034378604777142,1.3979885363268467,0.20276644884854952,Iris-setosa
+69,7.718026450525567,2.5759849312073424,6.9,2.3048073568012857,Iris-virginica
+70,6.697424299428399,3.299670241214039,5.711173596549019,2.1287435403317234,Iris-virginica
+71,6.70548244908456,3.298301037219736,5.7117931858540345,2.12648131328659,Iris-virginica
+72,5.5821335098499505,3.0,4.517690412932219,1.510938743076463,Iris-versicolor
+73,6.1258499327333835,2.589207821773684,5.585662528043535,1.398249951042437,Iris-virginica
+74,4.591205892933101,3.5982765496096536,1.0000004403219969,0.1980878659248036,Iris-setosa
+75,4.6020533157403305,3.3729219716181875,1.3926384245025567,0.30382428225575303,Iris-setosa
+76,5.102110777632881,3.5055825959024367,1.3937735349931586,0.19923747462471358,Iris-setosa
+77,4.493506767501615,2.2902670587338,1.2952970199332587,0.29506246544407566,Iris-setosa
+78,5.510986855466121,2.394388064938463,3.741760539252244,0.964113804598165,Iris-versicolor
+79,4.9960446729691075,3.405214207018147,1.5962307176485984,0.41613969709037485,Iris-setosa
+80,4.499137982158885,2.2853310629654526,1.3212262954513307,0.3025358286421117,Iris-setosa
+81,5.997411212256377,3.411223773870036,4.513547207724848,1.6241357617587944,Iris-versicolor
+82,4.990702764088343,2.0,3.5234503254914675,1.0108217943364102,Iris-versicolor
+83,5.193223336753058,3.403477686816727,1.4018993960375907,0.20280912335143514,Iris-setosa
+84,6.297854601994656,3.1963395994461212,4.682688714883459,1.52386739738714,Iris-versicolor
+85,5.600527183045444,3.0,4.14779624892707,1.2893566519595856,Iris-versicolor
+86,5.076317732447796,2.4720977163690447,2.977476430882952,1.0952694116738069,Iris-versicolor
+87,6.290433102680403,2.495493657746853,4.915953404616076,1.50987344127572,Iris-versicolor
+88,6.710308114208523,3.099103987906983,4.731326892144422,1.502247435873209,Iris-versicolor
+89,5.408268543345484,3.414400370396887,1.7318182373427553,0.19954102399315715,Iris-setosa
+90,6.249234653732975,3.1836486068782217,4.6480516424779506,1.5189948968801066,Iris-versicolor
+91,6.301172851153568,3.3824393479980523,5.6154601770257075,2.3999555701824375,Iris-virginica
+92,6.795876603325561,3.0,5.506035160606563,2.1104800559773778,Iris-virginica
+93,5.378931542894438,3.4015347315399542,1.707388373437162,0.2049604573894687,Iris-setosa
+94,6.701885015106893,3.3058377777240553,5.715241547781111,2.092151620830716,Iris-virginica
+95,4.400000540215236,2.912322195189686,1.3943559959397718,0.19975911444009214,Iris-setosa
+96,4.808696988397713,3.0,1.4139001387363492,0.10000009192543696,Iris-setosa
+97,4.802473472812545,3.0,1.4015927140901383,0.1,Iris-setosa
+98,5.722832782559351,2.83200989874755,4.350948463108248,1.2999647750232979,Iris-versicolor
+99,5.9842783392519046,2.855412447766927,4.560018957018147,1.496854145496821,Iris-versicolor
+100,5.098160484018856,3.7074446145288866,1.499521729545303,0.41782248652642306,Iris-setosa
+101,6.288323979256997,2.4931968897640973,5.019372196136519,1.8809334590018945,Iris-virginica
+102,5.6230540683060815,3.0,4.050014819352848,1.3068612939589974,Iris-versicolor
+103,4.920030735445848,2.4428581221125967,3.268567538612277,1.0423573320792527,Iris-versicolor
+104,6.563241729880151,3.0,4.364791438759664,1.3896369553950567,Iris-versicolor
+105,6.708518266621318,2.4729674371774295,5.819681556461131,1.8099747886842146,Iris-virginica
+106,6.0015087274941,3.4045439859926145,4.49797361960173,1.5825965684715373,Iris-versicolor
+107,7.098738525676378,3.0,5.798725841593913,2.165812543674011,Iris-virginica
+108,7.288654151945911,2.8988193552661303,6.325674162625613,1.8189378324002494,Iris-virginica
+109,4.400000573264403,3.1681644047392696,1.3264866380122877,0.20152645280079853,Iris-setosa
+110,6.770017966718377,3.0,5.483609087124929,2.0863591708843767,Iris-virginica
+111,6.110293767667978,2.815988926481958,4.728690676535833,1.200277335473973,Iris-versicolor
+112,6.659402151047489,3.1176599373329017,4.746281300795618,1.5119010633315964,Iris-versicolor
+113,4.90733240727613,3.1133992977920024,1.5419148425435998,0.1,Iris-setosa
+114,6.700923066386156,3.0934185071486557,4.6888182615799625,1.4974462977838237,Iris-versicolor
+115,5.418509245550969,3.388200594289573,1.8423288282269465,0.19795016755820832,Iris-setosa
+116,5.203858201480318,2.7063818358346863,3.929994149699884,1.403268824796924,Iris-versicolor
+117,6.311757072259421,2.4913516555183812,4.882148104756989,1.5123511549393214,Iris-versicolor
+118,6.680121449086529,3.283986685763953,5.722032409674338,2.499999409168679,Iris-virginica
+119,5.031106086087422,3.5741084298515124,1.359721226824794,0.20757276067548172,Iris-setosa
diff --git a/iris/tab_ddpm/3/0/test.csv b/iris/tab_ddpm/3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/0/train.csv b/iris/tab_ddpm/3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/0/val.csv b/iris/tab_ddpm/3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/1/synth.csv b/iris/tab_ddpm/3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..751e00ca7816d61763cbf7b79f278a7bc5a9664c
--- /dev/null
+++ b/iris/tab_ddpm/3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.171414611091059,3.4238048109708363,1.4000612491124882,0.2014628200840004,Iris-setosa
+1,4.400000572342083,2.9053701629103506,1.4008160348109915,0.20036839854266056,Iris-setosa
+2,5.63054013779383,3.7956377417195366,1.7226801499373041,0.332049052533583,Iris-setosa
+3,5.404526300689541,3.89999958842076,1.2997492612104489,0.36891773900507685,Iris-setosa
+4,5.733450584267999,2.831691373071891,4.164534404783204,1.2222480740000856,Iris-versicolor
+5,4.813590472108305,3.0,1.380623615258278,0.2985972177415101,Iris-setosa
+6,5.008235678898171,2.0,3.485322749760345,1.0533352082516392,Iris-versicolor
+7,5.858942885511073,2.7236910639334684,5.161107119235515,1.8942848248145017,Iris-virginica
+8,6.052776608775769,3.3950846267587815,4.511311112445108,1.5974844897317457,Iris-versicolor
+9,4.837512463946594,2.4048520492502385,3.2608457134417654,0.8998931330895714,Iris-versicolor
+10,6.652748509102,3.062229384637072,4.640879862853115,1.4668784648329105,Iris-versicolor
+11,5.181203620466201,2.7066568428564746,3.8582119836942845,1.399087426199695,Iris-versicolor
+12,7.343999849002593,2.8857554792417432,6.3309499604242365,1.8135892503944229,Iris-virginica
+13,5.993779821153014,2.9005238074475637,4.512489359843955,1.5093437361026008,Iris-versicolor
+14,4.898733987089222,3.0,1.3795026522946783,0.20124486734499913,Iris-setosa
+15,4.400000484327816,2.900765599971008,1.392542089048291,0.1904496450068033,Iris-setosa
+16,5.00780238532571,2.0000005122933104,3.459216391033211,1.0178634041163628,Iris-versicolor
+17,4.921072484289311,3.0,1.4030464377717689,0.20182530263393864,Iris-setosa
+18,6.291001423796077,2.5227409657123507,4.949262737387929,1.5069767199805737,Iris-versicolor
+19,6.494813360459515,3.1987050725143673,5.1521246210461635,2.012663149179463,Iris-virginica
+20,6.79900966935662,3.2117488692690292,5.869841963799892,2.2898630142219356,Iris-virginica
+21,6.720533109126713,3.2820347170568,5.690131107283362,2.5,Iris-virginica
+22,7.702766294795308,2.5892259840522116,6.899998893322553,2.3095610176351804,Iris-virginica
+23,7.32052982739493,2.898493134589862,6.303871037958531,1.8036127500937922,Iris-virginica
+24,6.50574813109785,3.0,5.797044146521136,2.1990644821321377,Iris-virginica
+25,4.907783605954726,3.0,1.4038646913163855,0.1996442875677828,Iris-setosa
+26,5.0664189308833025,3.5221597579075303,1.40108665373212,0.20383889471256747,Iris-setosa
+27,7.579115290461165,3.0,6.546723683537663,2.105292824418384,Iris-virginica
+28,7.899998835284176,3.8098324916591615,6.435704123604922,1.9971595721185116,Iris-virginica
+29,5.749379877560661,3.0,4.332717822429819,1.5199205652035872,Iris-versicolor
+30,6.0920487279955715,2.795284540237276,4.6754171917514595,1.178435316302485,Iris-versicolor
+31,5.79051373561606,2.750017339241574,4.256899473509079,1.1240095946038267,Iris-versicolor
+32,6.736925652797672,2.5140971340854206,5.8299415754707,1.797593740092937,Iris-virginica
+33,7.570350939148083,3.0,6.577641558632797,2.092084135942088,Iris-virginica
+34,6.7254876000331345,3.2966772141960985,5.730131170061998,2.125008101087412,Iris-virginica
+35,5.5586279209406015,3.771024539499502,1.5987190542831702,0.2971941709003637,Iris-setosa
+36,5.897794503441616,3.0,5.053386584026083,1.78956040328571,Iris-virginica
+37,6.672108272350828,3.04574771538921,4.517308609773427,1.4890032664730621,Iris-versicolor
+38,6.072584460801366,3.0,4.588587456133806,1.4011691046803185,Iris-versicolor
+39,4.584586504236813,3.6103063175215504,1.0,0.19652902038252595,Iris-setosa
+40,5.107278423680853,3.4995590983383313,1.3771677437442238,0.1958629038021602,Iris-setosa
+41,4.866172876448543,3.0562450105370718,1.4889232734706837,0.1000001229013788,Iris-setosa
+42,5.994830807855152,2.7066118516362407,5.061043837025007,1.5775307867339168,Iris-versicolor
+43,6.790628585798162,2.78223546202362,4.79022123324855,1.4019538733455295,Iris-versicolor
+44,5.731618293338794,2.849210515716269,4.031177108437307,1.202868188008615,Iris-versicolor
+45,5.6867407254215925,3.7956254667837612,1.752902662211289,0.2998994145535733,Iris-setosa
+46,6.332636718407616,3.3895825780301347,5.607219851319461,2.3998505638850296,Iris-virginica
+47,6.215272999795406,2.1862578000741784,4.464985422759703,1.4953856255667204,Iris-versicolor
+48,5.9884052360294096,3.4033998835985773,4.4898139388578295,1.586415356266631,Iris-versicolor
+49,5.291365383874037,3.6854767169166625,1.493352800195317,0.1992669132680285,Iris-setosa
+50,5.581768009060388,3.0,4.521133429425612,1.5040730851474893,Iris-versicolor
+51,4.9032818897003985,3.0,1.3962347854001398,0.19851061592782865,Iris-setosa
+52,5.694746817089109,2.851198706400868,4.1262204936610605,1.2701607864331925,Iris-versicolor
+53,7.699018297156333,2.604337670209308,6.899998839065965,2.3098421539253633,Iris-virginica
+54,6.4827797904865125,3.0,5.472199763709635,1.8558583946552585,Iris-virginica
+55,5.099942345295184,3.498314892459731,1.3993883375324128,0.30197118646016896,Iris-setosa
+56,6.683565320251154,3.3015559295559482,5.692087841300878,2.114601829946283,Iris-virginica
+57,5.682303967944579,2.891530569925639,4.196714327879954,1.2787265514198543,Iris-versicolor
+58,6.325251922365306,2.9498155095903376,5.564852940244529,1.8241602975213196,Iris-virginica
+59,5.196254631555366,3.3970768667019713,1.40093758591368,0.20007343876704353,Iris-setosa
+60,6.079159733471178,2.8184539463917946,4.681805306669658,1.2025301185287038,Iris-versicolor
+61,6.9088930802612385,3.0862230662713728,5.096869796725306,2.302721354956145,Iris-virginica
+62,5.099292508188605,3.7928316232122645,1.6542437636249303,0.1987596839899587,Iris-setosa
+63,4.599005663636667,3.3888136569382996,1.410839757813772,0.32143513169482063,Iris-setosa
+64,4.4,2.9029692030954655,1.4044539547865644,0.19549819812698788,Iris-setosa
+65,5.602710548911999,3.0,4.153563103647693,1.299274298521191,Iris-versicolor
+66,6.19934630612841,2.199097719944271,4.504046550853188,1.5009012945711702,Iris-versicolor
+67,4.981917421448682,2.0,3.4893328211341723,0.9946207784876593,Iris-versicolor
+68,5.156774537871253,2.4853606415071625,3.0449617855379385,1.0660642834217657,Iris-versicolor
+69,4.893222737690007,3.0,1.3918069077956825,0.20197535099275993,Iris-setosa
+70,5.403945741030336,3.3973290905470352,1.921163177521521,0.20041037824543043,Iris-setosa
+71,5.551669262159658,2.4795713988512422,3.87251121049075,1.0916197399791605,Iris-versicolor
+72,4.506043025188105,2.2862279422882246,1.2955699827713616,0.3088603693705105,Iris-setosa
+73,5.631073745209343,3.0,4.499866054232623,1.5003703900700207,Iris-versicolor
+74,5.505353352675474,2.4087384190187886,3.731148913871696,1.0020125055966904,Iris-versicolor
+75,5.66213010991003,2.9677641366826575,3.9854029066605263,1.3398063541486984,Iris-versicolor
+76,4.922617299599557,2.4188741081139646,3.2511597400402485,1.0157498678985495,Iris-versicolor
+77,4.4,3.0463466739234866,1.3327214203441902,0.2007531438303792,Iris-setosa
+78,4.88739813621946,2.399378981660868,3.2036638732893126,0.9994828422285083,Iris-versicolor
+79,5.82077809816652,2.71114655212281,5.154828640966615,1.913950086208978,Iris-virginica
+80,5.092933775509057,3.5071291816217935,1.4069142731009183,0.29582346017527544,Iris-setosa
+81,5.188341092348045,3.3864526566710587,1.3871646919704128,0.20110816430513181,Iris-setosa
+82,7.69386209033482,2.60747370734813,6.8999988091633275,2.294176609292513,Iris-virginica
+83,6.005250804437626,3.380265399078001,4.488807968506795,1.5673173355160832,Iris-versicolor
+84,6.933652127172001,3.1001068372926284,5.1190779100542665,2.3077948598611417,Iris-virginica
+85,7.53018437801599,3.0,6.483000428639964,2.081825164221112,Iris-virginica
+86,7.89999896575351,3.802989363789787,6.363872349820495,2.0011363776141255,Iris-virginica
+87,7.704114528336135,2.7943825438738057,6.714966688382328,1.9961147728995534,Iris-virginica
+88,6.317665282665484,2.9332848173950357,5.5938612987822065,1.7997954468563233,Iris-virginica
+89,4.4,2.915952166765593,1.3780809772020546,0.20005372100900407,Iris-setosa
+90,6.086945733955623,2.5874366258551498,5.607292463236342,1.3984242854504065,Iris-virginica
+91,6.114749316493984,3.373125251388221,4.576857504439706,1.592997558665747,Iris-versicolor
+92,6.289588578430315,2.5551440424182355,4.709430921035914,1.335711514341344,Iris-versicolor
+93,6.417582458801521,2.902061343783605,4.289496109208449,1.3048250183721088,Iris-versicolor
+94,7.267318187268078,2.9052858402527613,6.2781515446003775,1.7909967883561455,Iris-virginica
+95,5.212143641765597,2.713903670273284,3.944932649574339,1.4039435329466432,Iris-versicolor
+96,5.111718916658285,3.500086178438409,1.397455565723561,0.1973693166487914,Iris-setosa
+97,6.5441278127950655,3.2050616435221317,5.159636003217079,2.040107035420248,Iris-virginica
+98,6.510967096130099,3.1747879228823743,5.18412207627515,1.990565905206157,Iris-virginica
+99,7.608154577446757,2.8344945516439717,6.603943867707689,1.9344477348442057,Iris-virginica
+100,7.724720099556953,2.598535048865177,6.9,2.2915692078583043,Iris-virginica
+101,6.004273992035714,3.4000009648618374,4.524252214445665,1.5911787962571333,Iris-versicolor
+102,5.706240980869617,3.0,4.2435815664733605,1.3856741438001918,Iris-versicolor
+103,6.831643415380886,3.1166538858714135,5.071055919136967,2.286762240031068,Iris-virginica
+104,6.516063633864761,2.966563973378056,4.34166612495902,1.351512347351651,Iris-versicolor
+105,6.008335569471012,3.131818781305468,4.470283073549084,1.4882017720765455,Iris-versicolor
+106,5.693572059379983,2.8169472514292173,4.464928164452449,1.2909281504974275,Iris-versicolor
+107,5.615643383128307,2.9305925682060985,3.7801046537899285,1.3080329545661165,Iris-versicolor
+108,6.533782417656705,3.1974864236840275,5.149908406195763,2.0209718444163633,Iris-virginica
+109,5.6948408567705275,2.6500481906456668,4.226734076780186,1.0645238908661336,Iris-versicolor
+110,5.984044399293245,2.196072131963685,5.003601444612313,1.4992589057889318,Iris-virginica
+111,6.867881114229111,3.205353921458782,5.746276738049104,2.2953776422182584,Iris-virginica
+112,6.245698392838195,2.4255538657677866,4.982270676194207,1.8203313631264364,Iris-virginica
+113,4.791983885904916,3.0,1.3795144091637588,0.1,Iris-setosa
+114,4.602278758793242,3.379901259826983,1.3840626463979357,0.2993391196894436,Iris-setosa
+115,4.892939389341092,3.1047265066718377,1.6785948715967374,0.1,Iris-setosa
+116,6.793623580827258,3.0,5.503288530411169,2.094158038776711,Iris-virginica
+117,6.765690139391487,2.8045931867752065,4.712180938962409,1.3695564824174977,Iris-versicolor
+118,5.697203141361775,3.7949539528346263,1.6388702013970111,0.3488882801911347,Iris-setosa
+119,6.293623312744781,3.2935301586250127,4.688620791793353,1.5813452560404864,Iris-versicolor
diff --git a/iris/tab_ddpm/3/1/test.csv b/iris/tab_ddpm/3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/1/train.csv b/iris/tab_ddpm/3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/1/val.csv b/iris/tab_ddpm/3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/10/synth.csv b/iris/tab_ddpm/3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a0a9bad886e9273c8cb7a88d74744cba34c6af39
--- /dev/null
+++ b/iris/tab_ddpm/3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5863992478513325,2.541601947057635,4.222352711408879,1.151542541052582,Iris-versicolor
+1,6.019614716683112,2.7039148812504816,5.196229484655411,1.609744124857855,Iris-versicolor
+2,5.899123927083273,3.0,5.098497279680563,1.8121988124166668,Iris-virginica
+3,6.007107279930493,3.403459207261334,4.4807590987134365,1.5951154577785585,Iris-versicolor
+4,6.709157624125593,3.3045551137525244,5.707947026810984,2.499999601974943,Iris-virginica
+5,5.671379316892494,2.9159556662180757,4.072434976332824,1.2912054449793162,Iris-versicolor
+6,4.869491309432773,2.416750300452765,3.1498829780192077,0.9064119747507502,Iris-versicolor
+7,6.391004513482594,2.905457310137298,4.301588431566362,1.2908999359313356,Iris-versicolor
+8,6.794285983167087,2.821776155275916,4.760837243560967,1.3995403973623328,Iris-versicolor
+9,7.373146742344242,3.0,6.388430286332896,2.0914387494813647,Iris-virginica
+10,5.0117677307100035,2.0,3.5717162039463184,0.9769625562033626,Iris-versicolor
+11,5.92650609467379,3.0,4.141068278165259,1.5136326190125045,Iris-versicolor
+12,4.4,2.8687419229086077,1.4012900437699196,0.20319387171957398,Iris-setosa
+13,7.7133854742224806,2.8137649982277275,6.726402945734314,2.012137539806946,Iris-virginica
+14,5.092808769640034,3.7004045622643895,1.4857842704943924,0.39487203530970616,Iris-setosa
+15,5.5593047367680155,2.4437262462171057,3.8475658539870596,1.0809416284897693,Iris-versicolor
+16,5.095409610087464,3.783826583990057,1.6053059730810781,0.20267909399148448,Iris-setosa
+17,7.597407513007414,3.0,6.622097559153,2.093795052509615,Iris-virginica
+18,5.895235706359825,3.0,4.150210942164827,1.491237530454171,Iris-versicolor
+19,5.985077766111555,3.402624701139528,4.485003314080835,1.5865630252962897,Iris-versicolor
+20,5.120431430381289,3.6863491266590085,1.4951771991114593,0.41873247281659076,Iris-setosa
+21,4.902060485791233,3.0,1.401000846887654,0.20221412764310942,Iris-setosa
+22,6.102971299874436,3.0,4.610506564874033,1.4013657483909703,Iris-versicolor
+23,5.987290577409978,2.9078981850578587,4.535221512964142,1.5005074950763253,Iris-versicolor
+24,6.8955125615161545,3.1315178319738406,5.102846573021498,2.2957160723124215,Iris-virginica
+25,6.393630405949448,3.344829612940053,5.538335797233836,2.3798626851698064,Iris-virginica
+26,4.806213074291544,3.0,1.4010351958988154,0.10000010218290617,Iris-setosa
+27,7.713690611230921,2.591809489857391,6.8999987354177446,2.2808559944114553,Iris-virginica
+28,5.376803730103272,3.4129765868373387,1.499013950246367,0.46010555707317086,Iris-setosa
+29,6.689383336349771,2.492585569263418,5.770411641243876,1.792789161618216,Iris-virginica
+30,4.493548312191922,2.289425316617329,1.2986158991822305,0.29873918077889894,Iris-setosa
+31,6.703455973606492,3.1049815389803967,4.704506779266661,1.498122250631025,Iris-versicolor
+32,6.3004460613292945,2.5008525089884373,5.002044491621633,1.8767090486572016,Iris-virginica
+33,7.708837749439522,2.7907540907510424,6.696610741158276,2.000082676502324,Iris-virginica
+34,5.096929343644982,3.798939681097475,1.6427131811077273,0.2038734105456207,Iris-setosa
+35,6.297255011829875,3.4055427248251235,5.610018924940943,2.4123402426287086,Iris-virginica
+36,5.987867463715258,3.4057727524411763,4.515800013138314,1.6227016404045678,Iris-versicolor
+37,5.090295572959673,3.6922059026941065,1.5789326845762794,0.4126781696421266,Iris-setosa
+38,5.211372113000754,3.4017581596564272,1.3997209110188746,0.2004950815837462,Iris-setosa
+39,6.186208896309508,2.215078585534433,4.493619708915904,1.4939306512565147,Iris-versicolor
+40,5.773399582632294,2.7940748421436616,4.5233338718212,1.265124486587558,Iris-versicolor
+41,6.68517750475156,3.297917076093944,5.6910064060430505,2.098187619489005,Iris-virginica
+42,6.4927822574652785,2.9001115398780337,4.351898257453165,1.324983884681843,Iris-versicolor
+43,5.882871826895151,3.0,5.07178034292754,1.8126104286177258,Iris-virginica
+44,5.068863821072103,3.5481445750883824,1.4057900116194741,0.19754838920356893,Iris-setosa
+45,5.000509936093488,2.0000006771674363,3.4459009162363716,1.0040951614790627,Iris-versicolor
+46,5.118241961936798,3.696322228974875,1.5126298245394254,0.4316627792472296,Iris-setosa
+47,4.603492498403634,3.623834346080658,1.000000369201496,0.2024234333549193,Iris-setosa
+48,5.7950066506833995,2.6981122162798026,4.108272016892731,0.9456437339045314,Iris-versicolor
+49,6.497785708690972,3.2066786836627172,5.064314345072625,2.002935450144352,Iris-virginica
+50,6.018453568392674,2.1939333343289413,5.046457523466678,1.4918735228875626,Iris-virginica
+51,6.2444541764881984,2.173444973305699,4.45289139391915,1.5045005015737147,Iris-versicolor
+52,5.186717081963664,2.701523508210398,3.835376194467245,1.3899752789046336,Iris-versicolor
+53,6.312102177987643,2.3867809789824044,4.794530453625189,1.4950119961749215,Iris-versicolor
+54,5.726930446832255,2.797483357334888,4.54225441839151,1.297274092505242,Iris-versicolor
+55,6.01369432336673,2.2050542454406328,4.992454204989561,1.5062002564177075,Iris-virginica
+56,6.26768866332867,3.2902200053157986,4.67375133432503,1.589768334217441,Iris-versicolor
+57,5.897611859811914,3.0,4.203207095971073,1.4892178746539542,Iris-versicolor
+58,6.289082521968883,2.8939409630409876,5.608251830159554,1.7995299855769815,Iris-virginica
+59,6.801928024855624,3.0,5.436827900210132,2.1358957464712667,Iris-virginica
+60,6.176733465231526,2.1946244937454424,4.487087241319161,1.5001802073479744,Iris-versicolor
+61,6.065332862761278,2.217614350145499,5.055941775498323,1.5219015413724595,Iris-virginica
+62,5.864682846103083,3.0,5.119169812923191,1.8137464316604557,Iris-virginica
+63,6.486678423011194,3.199840291371991,5.05638360167803,1.9927045443945437,Iris-virginica
+64,5.618996052421257,3.0,4.502624031658296,1.495557559574956,Iris-versicolor
+65,5.112761508132159,2.5083536405389837,2.977727508498284,1.1362579415848086,Iris-versicolor
+66,5.098472612666042,3.8099136780504836,1.5838093591843743,0.19743927490579885,Iris-setosa
+67,6.2961620683647865,2.3082114196705277,4.418149968906261,1.3057545754639044,Iris-versicolor
+68,5.68733773886334,2.805130063361864,4.507854346637795,1.301332551299095,Iris-versicolor
+69,7.717573778072513,2.5946382855437573,6.9,2.302372469249831,Iris-virginica
+70,7.68688638214053,2.7982389060250443,6.685747225323403,2.012648550627977,Iris-virginica
+71,6.4244320233999055,2.9174789649670956,4.319487721910673,1.3086913507314402,Iris-versicolor
+72,6.489404492927584,3.0,5.884307256985119,2.189197902468044,Iris-virginica
+73,5.588334889909313,2.9128489156189854,3.6800758995923437,1.2957559026896757,Iris-versicolor
+74,5.710668292868398,2.814932204710318,4.492416365470132,1.2948949838811843,Iris-versicolor
+75,4.496450883516131,2.320219065122934,1.3189992285104728,0.33288616660702847,Iris-setosa
+76,5.2141150650211845,3.407815357727506,1.3903474889663892,0.19966351913828773,Iris-setosa
+77,4.4,2.9184637276532737,1.4073937203818179,0.19873148857333808,Iris-setosa
+78,6.488967328052922,2.9703655818589154,4.351732246864701,1.3387494194868734,Iris-versicolor
+79,4.400000450224176,2.902272100312256,1.3605250163710156,0.19846027439300354,Iris-setosa
+80,5.0482088771770615,3.4026992501579705,1.5309020275081817,0.4337615248134594,Iris-setosa
+81,5.582550624719203,2.9068085921263895,3.465347592985865,1.2822368202896124,Iris-versicolor
+82,6.0035240262491225,2.7160846503862106,5.096275952709827,1.599237527718407,Iris-versicolor
+83,4.602603811497976,3.4042134988791317,1.400109135339793,0.32474859356770136,Iris-setosa
+84,4.89579836626323,3.0,1.3925427941533584,0.2164133367713073,Iris-setosa
+85,5.0072729358808585,3.604641741802104,1.3727436751653246,0.19902541705207688,Iris-setosa
+86,6.02734471697341,2.935513275549936,4.375153954409934,1.4984655424839888,Iris-versicolor
+87,6.292520518081521,3.415859404171873,5.616241596091823,2.406098691518639,Iris-virginica
+88,6.50642735420856,3.0,5.491492591120903,1.7972465813564138,Iris-virginica
+89,4.995247793398821,3.4077160791573324,1.5057537144733877,0.42333364532770446,Iris-setosa
+90,4.591716465712773,3.630882775352121,1.0,0.20551934574910613,Iris-setosa
+91,6.180956355832773,2.198952766098623,4.5150740452175295,1.5002260956813482,Iris-versicolor
+92,6.005524526501048,2.7039675350596415,5.099724486807816,1.641191801604932,Iris-versicolor
+93,5.193964528436968,2.712156410359828,3.8981070033193874,1.4074501984224146,Iris-versicolor
+94,6.488941997705538,3.0,5.847622531911681,2.199514269816031,Iris-virginica
+95,7.712079543708466,2.588718326642734,6.9,2.3099061473955684,Iris-virginica
+96,5.208678941134683,3.7464251759596054,1.5845668616295514,0.20156160255670433,Iris-setosa
+97,7.9,3.8208808667933627,6.4033385780615815,2.0107975287765996,Iris-virginica
+98,7.061274582395431,3.0,5.8427448843150485,2.102502191158148,Iris-virginica
+99,5.544877556478574,2.469061165739716,3.772842414314118,1.054939656711506,Iris-versicolor
+100,5.107175984449875,3.6888123270877684,1.4987520059742914,0.3660178397525622,Iris-setosa
+101,7.609300299376041,3.0,6.5940113207505915,2.097526966476003,Iris-virginica
+102,5.995186181808865,3.4111078862574766,4.469650831060227,1.5874756765585527,Iris-versicolor
+103,6.388422407356588,3.2321661975364453,4.665615832739457,1.5531347636123962,Iris-versicolor
+104,4.988773123755339,2.47443746274178,3.4349939906823965,1.0907549549168523,Iris-versicolor
+105,6.212560485586839,2.513264497344822,5.091054551959796,1.895881602097396,Iris-virginica
+106,4.400000614384866,2.900415188095805,1.4000690717616857,0.20399921781473423,Iris-setosa
+107,7.715473810827502,2.828190537821614,6.702087839607042,2.0151374931180897,Iris-virginica
+108,4.589864411309925,3.618160304479668,1.0,0.1985826775066643,Iris-setosa
+109,5.590433816964586,2.4643969947288396,3.882013092291158,1.0774363514385021,Iris-versicolor
+110,7.637994515538703,3.0,6.623946748982892,2.090470231131718,Iris-virginica
+111,5.070696642379155,3.5208500658684723,1.4026110924193853,0.25203184514138277,Iris-setosa
+112,5.301276782826913,3.693747483073427,1.499555063810835,0.19967206060761938,Iris-setosa
+113,4.94467868821581,3.0192644613433814,1.4105137267435042,0.1998925807596682,Iris-setosa
+114,6.693823728548874,3.10137518413562,4.694426093098562,1.4996343449123088,Iris-versicolor
+115,6.493748963370236,3.200585730397954,5.110898897115274,2.008182841489905,Iris-virginica
+116,6.119474628361027,2.7876276803799134,4.737700304793367,1.199892318829384,Iris-versicolor
+117,6.706016486203733,3.1202291206509924,4.740529289237776,1.5114966887500447,Iris-versicolor
+118,4.912446223715064,3.0,1.4063509759685915,0.19912755526216785,Iris-setosa
+119,4.910757161772776,3.0,1.380464256615841,0.20234478528410413,Iris-setosa
diff --git a/iris/tab_ddpm/3/10/test.csv b/iris/tab_ddpm/3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/10/train.csv b/iris/tab_ddpm/3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/10/val.csv b/iris/tab_ddpm/3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/11/synth.csv b/iris/tab_ddpm/3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0168d0860c673e43a928d4242d1dfc202ec00bf6
--- /dev/null
+++ b/iris/tab_ddpm/3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.001024001137689,3.3911450884959673,1.6096104941529157,0.4143986809684044,Iris-setosa
+1,6.296357869564644,3.3923501765468194,5.606203474168808,2.398653099053732,Iris-virginica
+2,6.7925962645285916,2.7974529178973,4.796025896101496,1.3989676715066421,Iris-versicolor
+3,5.691752854692137,2.8237723800788053,4.255712767788691,1.2792693222098863,Iris-versicolor
+4,5.045852806888275,2.454533014020533,2.82509514211431,1.1093848085229543,Iris-versicolor
+5,4.900754528724534,3.1079474231092075,1.55976564833288,0.10000012155159715,Iris-setosa
+6,4.871418062904299,3.0650093969129886,1.4960998815643576,0.10000010543158054,Iris-setosa
+7,4.799876997012008,3.0,1.3880600724955738,0.1,Iris-setosa
+8,6.690346410584586,3.307003107972656,5.700650149525953,2.499999534194619,Iris-virginica
+9,5.70186360380244,2.8685243775403713,4.425070679280213,1.306660397500088,Iris-versicolor
+10,6.908722287661909,3.1917121019773957,5.724089012058608,2.297136939070704,Iris-virginica
+11,6.034727617916872,2.213679558778766,4.992700447815811,1.5001654511282045,Iris-virginica
+12,7.112566041437046,3.0,5.946484391691989,2.0938941182039117,Iris-virginica
+13,4.98040235732749,2.4618010503102967,3.143959671694676,1.0479933432200945,Iris-versicolor
+14,5.019859015596007,3.4048990855344154,1.6219302316797832,0.42023462531286576,Iris-setosa
+15,5.289801989578789,3.7235297423666887,1.6073717567082166,0.19858514615054115,Iris-setosa
+16,7.899998662679911,3.8011955648418883,6.403310702155496,1.9970280537262914,Iris-virginica
+17,4.893153509986566,3.0983905451085985,1.4940928911725577,0.10000009150590188,Iris-setosa
+18,5.797858095759403,2.693879556291794,5.121332429438237,1.9016247458583624,Iris-virginica
+19,5.879385128793526,3.0,4.17714921550929,1.5055011402811125,Iris-versicolor
+20,5.710891973562208,2.920164813755875,4.187184877071397,1.2996295076370188,Iris-versicolor
+21,7.701873789757628,2.6124731506241314,6.899998661323581,2.2989906816280588,Iris-virginica
+22,6.690005883736088,3.299048891686356,5.683803175648985,2.4999995375575748,Iris-virginica
+23,6.676193871044824,3.320498990514528,5.698914524103417,2.1136528851313026,Iris-virginica
+24,6.56175701627367,3.0,5.863013921682904,2.2316079356318266,Iris-virginica
+25,6.809464769104237,3.2068222016193477,5.965429423729489,2.3059517490333388,Iris-virginica
+26,5.5406351201520545,2.560401570450048,4.264322368196603,1.1907369500603067,Iris-versicolor
+27,7.9,3.8116456107876995,6.39300345939305,2.011213164590978,Iris-virginica
+28,4.8368187679962995,3.0,1.4270197014896213,0.10000009140178155,Iris-setosa
+29,6.6222406542861,3.0,4.43508811503153,1.3936170632545364,Iris-versicolor
+30,4.995571381493391,2.0000005417959175,3.5368197915795623,0.9226281148254671,Iris-versicolor
+31,6.004349939113759,2.6996026676355744,5.158248128639376,1.6065006673082245,Iris-versicolor
+32,5.126652475599664,3.7549902035278993,1.496408939553922,0.2871487616711972,Iris-setosa
+33,5.379675395140058,3.406548609357518,1.5968384979476316,0.2002905459900361,Iris-setosa
+34,5.346423201848697,3.3939947192047244,1.4995209868272035,0.4017129962000019,Iris-setosa
+35,6.7170567619859,3.0,5.44885023519378,2.089262577000798,Iris-virginica
+36,6.059956847445468,2.596779517332291,5.593643810850682,1.3925364282144217,Iris-virginica
+37,6.244052092397208,2.54659669550905,4.955563607790364,1.522795070623981,Iris-versicolor
+38,4.989850239595637,3.6191490160582696,1.4009295925543412,0.20394592822030286,Iris-setosa
+39,4.801638361139539,3.3787799650396293,1.5569871341364647,0.2004369202906516,Iris-setosa
+40,5.180942148249256,2.6950825718470104,3.8957132736309616,1.4010794274686649,Iris-versicolor
+41,6.684333407769988,3.3029288457039043,5.685115495123418,2.5,Iris-virginica
+42,5.652391069845021,2.5319823999063047,3.9924239269020925,1.105123855101008,Iris-versicolor
+43,4.59651598249606,3.602222066995159,1.0,0.1975729535695771,Iris-setosa
+44,5.024058312099129,3.560446658485115,1.4016330730347477,0.19717709401160183,Iris-setosa
+45,5.489480813588689,2.364570491832164,3.6843052808467793,0.8635851947589779,Iris-versicolor
+46,5.091862242168941,3.7757528864023664,1.4993183690789034,0.20973315021330702,Iris-setosa
+47,4.900291311870839,3.1124049031772816,1.50196527056537,0.1,Iris-setosa
+48,4.4,3.213724752223195,1.2987725451865706,0.19954423706080096,Iris-setosa
+49,4.995468418772498,2.0,3.468667851169941,0.9578829284530856,Iris-versicolor
+50,6.031842713944856,3.39256731542286,4.5253554113266095,1.6067816536310358,Iris-versicolor
+51,5.640511321977326,2.905600133450313,3.8503512620290303,1.3168119536505998,Iris-versicolor
+52,6.899706339971937,3.106631660896527,5.076227377083993,2.3005110221591765,Iris-virginica
+53,6.104702944191752,2.7864193914042716,4.708043791181699,1.1951874406230414,Iris-versicolor
+54,6.693168775095731,3.2952836437484954,5.7057450989877045,2.5,Iris-virginica
+55,6.701519159535773,2.5005811546299355,5.840781218885566,1.81017330531381,Iris-virginica
+56,6.266668061786544,3.3300091598746553,4.666101574441515,1.6028262614995739,Iris-versicolor
+57,4.4,3.1585737485659964,1.3113004991058805,0.19025629804060692,Iris-setosa
+58,5.114561349068581,3.810439815610252,1.7423402179752532,0.19690317599581747,Iris-setosa
+59,7.7101596887793935,2.596389608980195,6.899998890609352,2.2932365703277906,Iris-virginica
+60,6.017719965444943,3.399077132753886,4.487691821792361,1.6022593981782427,Iris-versicolor
+61,6.296023336481106,2.3103917214989593,4.408978090253236,1.3011777026326414,Iris-versicolor
+62,6.944073399966484,3.0953814068032464,5.067457710650109,2.301344114871922,Iris-virginica
+63,5.01499107385976,3.580853598670815,1.4031777712439326,0.19738331407550766,Iris-setosa
+64,7.326044440533133,2.9037550782555352,6.279757575750355,1.817407229771051,Iris-virginica
+65,6.075244587834408,2.8078527375990885,4.662798954558736,1.1707333317672193,Iris-versicolor
+66,6.707554155071818,3.1078172140392217,4.713739523552474,1.501810845197255,Iris-versicolor
+67,6.5023545950284305,3.0,5.789121490007169,2.186981283058466,Iris-virginica
+68,5.007622272024037,3.4021538423518214,1.6322777199059713,0.4144845438007998,Iris-setosa
+69,6.245336616187301,2.877366334322425,5.594800927153183,1.7661627116548697,Iris-virginica
+70,6.301221750735452,2.4816919656307785,4.992589173996458,1.9001587809348124,Iris-virginica
+71,5.989579291316951,2.2009775088905323,4.9720486742407255,1.4818923190942475,Iris-virginica
+72,4.890577626629562,3.0,1.389151983821044,0.2046920224224941,Iris-setosa
+73,7.899998954040106,3.809235670569804,6.4179219728644465,1.9943795403564608,Iris-virginica
+74,6.118694686198538,2.812671962576996,4.737270217838509,1.2082000276895568,Iris-versicolor
+75,6.314900672915265,3.373021798582861,5.584205473656605,2.399479271901505,Iris-virginica
+76,5.40492011266525,3.9,1.2712614910194635,0.48528838209087366,Iris-setosa
+77,6.396028926761112,2.8998037764097373,4.295058708575226,1.2919190468309378,Iris-versicolor
+78,5.989000593123226,2.688859165459859,5.099660960924802,1.6046649608076804,Iris-versicolor
+79,6.287833524583381,2.496671538448372,4.993925811871617,1.9029360815422818,Iris-virginica
+80,5.4169473048935295,3.3898779191057145,1.687290435259469,0.2066299927889178,Iris-setosa
+81,6.701810256804943,3.085166296352764,4.733510002155838,1.5009668389438855,Iris-versicolor
+82,5.6306842531779715,2.7321037722113304,4.449248597259266,1.2958518985947434,Iris-versicolor
+83,6.02561258729641,2.6979396970124037,5.082916976462139,1.5748311994998774,Iris-versicolor
+84,5.899054658303487,3.0,5.105304488292623,1.8092662189549833,Iris-virginica
+85,4.814095670884638,3.0,1.3935022840869133,0.28699678114908067,Iris-setosa
+86,5.988817911649443,2.211753667054529,4.987237905351201,1.4926609691353614,Iris-virginica
+87,5.093875054188491,3.7775459100034823,1.5373415453618768,0.20440089364663866,Iris-setosa
+88,4.983651053556135,2.0000005473453024,3.436078388652722,0.9495136556675272,Iris-versicolor
+89,5.611363322227762,3.0,4.513224378250652,1.4903240049863704,Iris-versicolor
+90,4.600903397231075,3.6218753857744193,1.0,0.20727552601768198,Iris-setosa
+91,5.68449044480572,2.909374010664351,4.257554038787991,1.2751856226367757,Iris-versicolor
+92,5.070341382357855,3.7927761325565155,1.716997741584799,0.20040501604260116,Iris-setosa
+93,5.382657098523312,3.9,1.3003456299879188,0.3763771630141144,Iris-setosa
+94,5.100264814802015,3.504150089169267,1.3820752536046297,0.29498594779865794,Iris-setosa
+95,6.705238206050467,3.314667109222557,5.733457949065116,2.4999989648464824,Iris-virginica
+96,4.999155766690961,3.3956389137204512,1.6100653122977706,0.43642980816613286,Iris-setosa
+97,6.015576739670208,2.198106265734969,5.01311717738882,1.4985004763311727,Iris-virginica
+98,5.415479297291473,3.391975725631057,1.640407796240239,0.19604047686780324,Iris-setosa
+99,6.688189932769865,3.1000007482304484,5.954063287513592,2.2695617033033453,Iris-virginica
+100,6.685520764942948,3.108037005319469,4.696946791969636,1.4878561497278853,Iris-versicolor
+101,5.613473383197884,2.88957117984178,3.679779086967847,1.2863172355420702,Iris-versicolor
+102,5.145342795977707,2.683257668306409,3.870135062955674,1.3989361409889196,Iris-versicolor
+103,6.106885961986978,2.603398826505787,5.607095590882196,1.4096636162440481,Iris-virginica
+104,5.613385826962293,2.527739210227348,3.926902678798911,1.1129338009248366,Iris-versicolor
+105,4.983019994868736,3.40036263866794,1.5952390381110522,0.3912321424110694,Iris-setosa
+106,5.895711672988367,3.0,4.214771519652207,1.4926854699017433,Iris-versicolor
+107,5.639830638074633,2.918805045840496,3.9021039136533737,1.3037328744935515,Iris-versicolor
+108,6.7285758481824915,2.5076662361887787,5.888821706061905,1.8118043366073282,Iris-virginica
+109,6.815163491479789,2.7714049335107345,4.821553324464986,1.403091439497401,Iris-versicolor
+110,7.69678856485332,2.5943190781101553,6.9,2.283173146943763,Iris-virginica
+111,6.809152099912351,2.795621071582744,4.826211158543756,1.4077331375015067,Iris-versicolor
+112,6.036213840733408,2.855858459316139,4.623338419799716,1.2838807699615173,Iris-versicolor
+113,7.9,3.791114650556711,6.398954445627634,2.0130457645412987,Iris-virginica
+114,4.590552238269591,3.624067216176007,1.0,0.202514292729855,Iris-setosa
+115,7.695399607110042,2.60408869458935,6.9,2.306033076503727,Iris-virginica
+116,5.650226541465983,3.782679312223739,1.6254295383978639,0.31291717833624927,Iris-setosa
+117,6.005518940000427,2.1997190033067238,5.0140157654819975,1.4971308204420886,Iris-virginica
+118,6.780415023240629,3.0,5.493132396005777,2.1063908073628483,Iris-virginica
+119,7.9,3.8112744608699183,6.377832020705257,2.0074680253639485,Iris-virginica
diff --git a/iris/tab_ddpm/3/11/test.csv b/iris/tab_ddpm/3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/11/train.csv b/iris/tab_ddpm/3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/11/val.csv b/iris/tab_ddpm/3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/12/synth.csv b/iris/tab_ddpm/3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..414e09d45cb472a5a8c73b6570ab62a68ad4108f
--- /dev/null
+++ b/iris/tab_ddpm/3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.521913376298873,3.192309708186202,5.087139214594622,2.0187348806347556,Iris-virginica
+1,6.139213222211799,3.0,4.563896821551104,1.3984606575531398,Iris-versicolor
+2,5.377998824570864,3.9,1.276642627428277,0.3764545934283946,Iris-setosa
+3,5.400524027610727,3.4039230593625716,1.5644273742921886,0.4101169318768913,Iris-setosa
+4,6.90578982681167,3.1052562850051877,5.085978410573603,2.298675913652845,Iris-virginica
+5,5.71318950188733,2.811658607304558,4.487850583230345,1.2832065036912954,Iris-versicolor
+6,5.897975420853016,3.0,4.21427407315712,1.5062101187190944,Iris-versicolor
+7,5.830560288097933,2.7278777510853964,4.185375584957797,1.0080510024494667,Iris-versicolor
+8,6.479440962204448,3.160785096897513,5.115924105635798,1.9749731802702293,Iris-virginica
+9,4.900676593455799,3.092695619971283,1.4932321018217003,0.1,Iris-setosa
+10,5.183475649496197,3.408001650273973,1.4010375816803462,0.19922622603219342,Iris-setosa
+11,5.101067234622594,3.4972098439691686,1.3941506430565864,0.3058863342300093,Iris-setosa
+12,7.9,3.8121079684085655,6.439634892777679,2.016215177361155,Iris-virginica
+13,6.30352102356952,2.3078450944321927,4.404546965739954,1.3151250559372243,Iris-versicolor
+14,5.61322454991361,2.974836160119226,4.077607048893114,1.2849910034250744,Iris-versicolor
+15,5.572149902629185,2.4904600055701707,3.815113195521017,1.033049457939432,Iris-versicolor
+16,6.122516854615507,3.0,4.624363839640099,1.405637279318404,Iris-versicolor
+17,4.8067259964613545,3.0,1.4007852061725443,0.3086587660323458,Iris-setosa
+18,5.113519208627381,3.778797339110695,1.6042897313825741,0.1969592238053128,Iris-setosa
+19,5.142992188061546,3.773059915674136,1.5941967774147536,0.21588792034855248,Iris-setosa
+20,6.785787989438387,3.1732995132124744,5.851283009667207,2.283375659391391,Iris-virginica
+21,6.093531132292718,3.0,4.61373685883799,1.4060814596334887,Iris-versicolor
+22,6.254945060253172,2.4002067963009663,5.023752503085805,1.8340349812041454,Iris-virginica
+23,4.815317058120416,3.0,1.4020481590765503,0.10000009411634608,Iris-setosa
+24,5.9633984575044785,2.8343070306651224,4.611067708186556,1.5033833985824865,Iris-versicolor
+25,4.834830580872624,3.0,1.4099501415906732,0.10000012181379721,Iris-setosa
+26,4.5757489845459265,3.4018121366988607,1.3759071579893485,0.29775803002915163,Iris-setosa
+27,6.114996146643969,2.8020691426047377,4.680527022103046,1.198637736972787,Iris-versicolor
+28,4.400000476645541,3.2110479700599703,1.2906689627104018,0.2016432806829322,Iris-setosa
+29,5.707779532989799,2.770763899905197,4.488521532022048,1.2913875239555395,Iris-versicolor
+30,6.9325363158198705,3.123210408799033,5.06053640913944,2.3069019519296314,Iris-virginica
+31,6.674987465018972,2.4897095538383227,5.799310237374221,1.804551677416836,Iris-virginica
+32,5.592847822089941,3.0,4.079711350929695,1.3035162329280212,Iris-versicolor
+33,4.81526614120609,3.0,1.3904637701484246,0.30809900156658926,Iris-setosa
+34,4.895483532725062,3.436271089687233,1.432927532384751,0.20590777502806376,Iris-setosa
+35,5.400699747202353,3.3881291707377006,1.7727770062544455,0.19848386123702977,Iris-setosa
+36,6.678139012054451,3.3006530922760327,5.689361172953271,2.0885023082545993,Iris-virginica
+37,6.4295513892747795,2.882938048826211,4.285015719862104,1.2724865765548499,Iris-versicolor
+38,6.686380838856143,3.281930624326745,5.723194604318106,2.103498211436779,Iris-virginica
+39,5.111796866257608,3.4943994731054984,1.3953286566472767,0.19895201725069428,Iris-setosa
+40,6.257432674029352,2.5221289578833495,4.915900814603832,1.5113210933900691,Iris-versicolor
+41,5.379363506313542,3.401180880367609,1.631152580046548,0.40418015177082256,Iris-setosa
+42,5.6069805396504675,3.0,4.115084719239493,1.3042862704402693,Iris-versicolor
+43,5.185537470839119,2.6978350634611674,3.784743690310525,1.4011105817472824,Iris-versicolor
+44,6.423297348496987,2.905729518553305,4.274160336741078,1.3122758877411527,Iris-versicolor
+45,4.925676331092987,2.417777768338502,3.0096089840543643,1.0231759823088706,Iris-versicolor
+46,5.890245716324677,3.0,4.217534731720169,1.4994364345452675,Iris-versicolor
+47,5.563814492094975,2.485828824525145,3.9014706445224547,1.0512653437796333,Iris-versicolor
+48,5.472218382264663,2.426409877965181,3.786370018514519,1.015305089496032,Iris-versicolor
+49,5.080038541512905,3.80011368322312,1.5930563981697943,0.2005534410998955,Iris-setosa
+50,5.566522489380799,2.519322750927551,3.8552815657253623,1.074862786808372,Iris-versicolor
+51,4.972836118248004,3.2876378978957175,1.4598794865375249,0.29172547297094414,Iris-setosa
+52,7.688688555253377,2.6064982266833208,6.899998900473171,2.300654360510149,Iris-virginica
+53,4.794856560625476,3.3910999465598564,1.5745965874814387,0.19761832414185282,Iris-setosa
+54,6.2140918631021105,2.8754928593015934,5.591645220724029,1.7363740135087455,Iris-virginica
+55,6.707846560481203,3.110180036328629,4.723639067729901,1.4969128895985981,Iris-versicolor
+56,7.610205348067046,3.0,6.605032324917541,2.0917007531693663,Iris-virginica
+57,6.463659917911797,2.9582667497322546,4.340630762891888,1.3340452013591573,Iris-versicolor
+58,6.286809679148038,3.409522007158751,5.607260562384843,2.3999970496402825,Iris-virginica
+59,7.702055704446044,2.5838585582673357,6.9,2.294570538517658,Iris-virginica
+60,4.9075152827987,3.112674837895281,1.515940891030016,0.1,Iris-setosa
+61,5.326691659556382,2.501399839607323,3.5567808544056128,1.0692417458255687,Iris-versicolor
+62,6.336766030878647,2.8627775008736394,4.385000777088146,1.2504944425088875,Iris-versicolor
+63,5.729985868294284,3.0,4.412886406797813,1.4917423715317202,Iris-versicolor
+64,4.593936463578865,3.603243724354985,1.0,0.19985632338816978,Iris-setosa
+65,5.297067171976772,3.6841363307611856,1.4993070741966616,0.19966991431264602,Iris-setosa
+66,6.274462776512225,2.4805750950761123,4.880928830524883,1.4886889396011507,Iris-versicolor
+67,5.060538775743835,3.5495000941152983,1.400097006873165,0.20229931845242327,Iris-setosa
+68,5.994021535121114,2.7685395172237257,4.667443925239628,1.213165069060014,Iris-versicolor
+69,5.652949177626163,3.0,4.510923221424855,1.4972624074578729,Iris-versicolor
+70,6.140163024320683,3.0,4.639097827181251,1.4157013037845594,Iris-versicolor
+71,5.360610670780329,3.899999618473894,1.2886735172973178,0.4846552470036611,Iris-setosa
+72,5.666827433290911,3.792706797749162,1.5503164179472493,0.29613848288903477,Iris-setosa
+73,5.000873282761325,2.000000600016969,3.5160168551338007,1.0345299025811718,Iris-versicolor
+74,5.1704206650496705,3.465088083291064,1.4066181025285154,0.2940838375537298,Iris-setosa
+75,6.113852290871324,2.8247665051439395,4.7076526031998895,1.2158556805976704,Iris-versicolor
+76,4.985169746305011,2.000000500110597,3.4260446514361798,1.0129032983233872,Iris-versicolor
+77,6.068574064659572,2.24460211012448,5.027812723086135,1.5631586802978592,Iris-virginica
+78,6.803995771183647,3.0,5.494171145463464,2.092584930073641,Iris-virginica
+79,4.985803185563595,2.0000005530519234,3.4923195226247907,0.9829967990984954,Iris-versicolor
+80,6.803792791232096,2.810812907449405,4.8189936332194945,1.4034344124113984,Iris-versicolor
+81,6.222524931894646,2.213161212826609,4.478687307004137,1.490318511743167,Iris-versicolor
+82,4.904313198364415,2.395478198255947,3.282890592651238,1.0083380210050603,Iris-versicolor
+83,5.498952744397619,2.546388910266181,4.271977712259861,1.1332851974421811,Iris-versicolor
+84,4.83062325277666,3.0,1.404988996874142,0.336647118525133,Iris-setosa
+85,4.795726282364197,3.0,1.389094145578373,0.1,Iris-setosa
+86,6.235783998634555,3.1256800878240263,4.67031233089257,1.4888081222116443,Iris-versicolor
+87,6.31261860355577,2.303099670513478,4.383614282279758,1.2908583591528662,Iris-versicolor
+88,5.120779127464881,3.494653133808647,1.397881770767185,0.2272772342408584,Iris-setosa
+89,6.847043609776317,3.0,5.74433645515362,2.1277489100423783,Iris-virginica
+90,6.508997549747896,3.2008008660065905,5.075114433752101,2.01225297339972,Iris-virginica
+91,5.604243058186423,3.0,4.485379870554697,1.5043789947641104,Iris-versicolor
+92,5.644678887186731,2.7400714024918953,4.499076780656694,1.2713420445134977,Iris-versicolor
+93,4.9770636240974655,2.4456018916298015,3.0518636729262747,1.066149399086095,Iris-versicolor
+94,7.70559700976685,2.808876325955812,6.709820676100365,2.0002043788836046,Iris-virginica
+95,6.881815211969602,3.1035625980360413,5.102497154766955,2.297978043469273,Iris-virginica
+96,6.704339910789714,3.1281480479485033,4.709094938784773,1.508626985176221,Iris-versicolor
+97,6.311978864853146,3.375785359543222,5.617110191587427,2.3959468118799525,Iris-virginica
+98,4.498470183652088,2.302214701863571,1.2892882966862678,0.29891859033027146,Iris-setosa
+99,5.9649468829903665,2.1748743810308557,4.9334902083080125,1.4835884368934038,Iris-virginica
+100,7.052515830966404,3.0,5.90630944918556,2.123223078198204,Iris-virginica
+101,4.400000562548549,3.1778907069495106,1.3098734119950795,0.19781931949012832,Iris-setosa
+102,6.308866871850592,3.361407108820003,5.632574853026211,2.3959189200596342,Iris-virginica
+103,5.20332720201462,3.755108150791189,1.5905236774138904,0.19982817595220992,Iris-setosa
+104,5.492652762733634,2.589225790554653,4.363222401911527,1.1870569687122117,Iris-versicolor
+105,5.039735707675673,3.578753452063818,1.4011573124833754,0.20057604114903432,Iris-setosa
+106,6.809729361696972,3.0,5.456186418377428,2.1279475152804923,Iris-virginica
+107,5.651485600621881,3.0,4.175526040330396,1.3161125798032964,Iris-versicolor
+108,7.706786062300983,2.805319296529818,6.7101359925627255,2.0052885397376605,Iris-virginica
+109,6.312087226456378,2.293972968186474,4.385956879693349,1.302910602115655,Iris-versicolor
+110,6.686944886278334,3.294119416983937,5.687764585617096,2.499999617021798,Iris-virginica
+111,5.112092555303451,3.5076319344429887,1.400223722275701,0.19875699099914096,Iris-setosa
+112,6.488943936597774,3.0,5.82328270927677,2.2114681250721233,Iris-virginica
+113,4.806948709762931,3.3945551571619275,1.5291716112754277,0.19559455527504782,Iris-setosa
+114,4.400000445987653,2.931253080871585,1.402447827282867,0.1941569365124664,Iris-setosa
+115,5.102136326302838,3.797804351759306,1.4997127373501562,0.1991111734577523,Iris-setosa
+116,7.691702913298255,2.7935718548124475,6.700833231748566,1.9877260462314112,Iris-virginica
+117,6.692364232734474,2.508179921304271,5.794379081920401,1.7983821991816997,Iris-virginica
+118,6.107635635649285,2.7876657784541603,4.6810982863402515,1.1842598976826715,Iris-versicolor
+119,6.318389487014539,3.295783265554825,4.706659599313093,1.6010099183596302,Iris-versicolor
diff --git a/iris/tab_ddpm/3/12/test.csv b/iris/tab_ddpm/3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/12/train.csv b/iris/tab_ddpm/3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/12/val.csv b/iris/tab_ddpm/3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/13/synth.csv b/iris/tab_ddpm/3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8219b9e913df4d81c8d39c2f5a78ed6a9ae32b2c
--- /dev/null
+++ b/iris/tab_ddpm/3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.293343970029778,2.4582066690001727,4.973273389321755,1.8845548983168536,Iris-virginica
+1,5.6006455037607275,3.0,4.064840105080895,1.2706572959779217,Iris-versicolor
+2,4.902081756012157,3.0,1.3918759658915656,0.20255823294666803,Iris-setosa
+3,6.279976481887168,2.8753200521177646,5.5979159150118525,1.7800760826888937,Iris-virginica
+4,5.982685779569669,2.1832768572803385,5.033865576729891,1.514703528779107,Iris-virginica
+5,5.006076208823256,2.0000004950626082,3.4808864441829743,0.9676539870994088,Iris-versicolor
+6,5.590738297726711,3.0,4.059012110439926,1.3008349470512606,Iris-versicolor
+7,5.130756611880831,3.498438748555487,1.4012137675043193,0.29811570671914417,Iris-setosa
+8,4.503753249853759,2.2802272818723366,1.2884389152585134,0.29272110699734755,Iris-setosa
+9,6.0110831301059875,2.200236865461833,5.018537870112076,1.4886837430328588,Iris-virginica
+10,7.263837575284597,3.0,6.172851112383998,2.0648751650809603,Iris-virginica
+11,4.812256070751342,3.0,1.4010850059223323,0.1,Iris-setosa
+12,6.684078353102077,3.2506678633390864,5.713298502913461,2.0844654550681234,Iris-virginica
+13,5.2861095531587985,3.69496986597728,1.4989871292858996,0.19966077306510638,Iris-setosa
+14,6.294183273223813,2.2911753285992384,4.389387667285716,1.2861554864218898,Iris-versicolor
+15,6.094426619086487,2.7923288044537062,4.691145306237155,1.1801155333863218,Iris-versicolor
+16,6.2876949570543,2.898906017384794,5.589048840354568,1.7988192418939584,Iris-virginica
+17,5.877924975792746,3.0,5.061738325025909,1.7847879042143207,Iris-virginica
+18,4.4,3.201500479793652,1.2931477204816013,0.19913947365059032,Iris-setosa
+19,7.701846597127432,2.6064772251342117,6.899998531811116,2.2843004165202356,Iris-virginica
+20,6.895226954847977,3.204078292808305,5.68195052525704,2.288141071444836,Iris-virginica
+21,5.116380544215082,3.496574207092316,1.3937089318762985,0.20022032753635344,Iris-setosa
+22,4.809066967692473,3.0,1.4031837087350825,0.10000009254568147,Iris-setosa
+23,6.689835621607996,3.133432666652125,4.723166268527731,1.5085389220623582,Iris-versicolor
+24,6.315826261102882,2.3332425266738457,4.410409139987334,1.3125119697997623,Iris-versicolor
+25,5.1747335058119575,3.400044907339163,1.5360302112137008,0.40759882959712673,Iris-setosa
+26,6.877250195007774,3.1941873735261477,5.709711996864466,2.2963900747483277,Iris-virginica
+27,5.0076702452686135,2.000000453184986,3.350747709494148,1.0331055970402927,Iris-versicolor
+28,5.908145378616421,3.0,5.061314087199428,1.8024320396597753,Iris-virginica
+29,7.728887793263954,2.5922114021893177,6.9,2.3075262057393044,Iris-virginica
+30,6.816249782938519,3.0850354952936905,5.148628517636499,2.30193928016012,Iris-virginica
+31,5.109626928544127,3.6948271242780883,1.4736999060483336,0.38714093482570217,Iris-setosa
+32,6.021494466850358,2.730138461854028,5.082320942342204,1.6077604492405702,Iris-versicolor
+33,7.9,3.8012439508291402,6.391160385720572,1.9916094668430067,Iris-virginica
+34,6.49318655193399,3.2232982966552615,5.098069820732668,2.0148641532628613,Iris-virginica
+35,4.77921978561082,3.0,1.393176994939846,0.29797214848963205,Iris-setosa
+36,4.901180650774065,3.1166973175931485,1.552857078602264,0.1,Iris-setosa
+37,6.278120986034705,2.9019169072832716,5.594462915359754,1.7494076860461565,Iris-virginica
+38,6.075398633846715,3.3697248656193586,4.555864826508928,1.6157256860126608,Iris-versicolor
+39,5.8988908106989015,3.0,5.078469122612931,1.7905048556153877,Iris-virginica
+40,4.804904301629897,3.0,1.3922564420650168,0.29667409745195006,Iris-setosa
+41,5.113262640062169,3.7418630498901244,1.5113516299992067,0.2633598394518675,Iris-setosa
+42,4.900666566053456,3.0,1.40261244087759,0.2010311415379071,Iris-setosa
+43,6.312759346297104,2.9044243331776243,5.619277254727606,1.7948627654665081,Iris-virginica
+44,4.4942112289779645,2.3042750146376956,1.2905706544190148,0.3327434928864643,Iris-setosa
+45,4.400000514200098,3.191098907605321,1.3022862656600434,0.20156248403296087,Iris-setosa
+46,6.295419018283564,2.8603268218438056,5.611087345027185,1.771183032746178,Iris-virginica
+47,5.209442581498834,3.404781987069112,1.3946443852280914,0.20054223319112438,Iris-setosa
+48,6.9920422820190815,3.1342859173610895,6.0210024100910315,2.2568990766043138,Iris-virginica
+49,4.770438304970649,3.400536592493224,1.498976899791897,0.20203487600381473,Iris-setosa
+50,5.39419416993736,3.9,1.3013892746869336,0.5039118841217716,Iris-setosa
+51,6.495838075037201,3.2128067821499577,5.08993179065164,1.9939161252079243,Iris-virginica
+52,4.979800195353461,2.0,3.5067660908215035,0.9901054954754107,Iris-versicolor
+53,5.294957847431221,3.69964987673684,1.6288830552311584,0.2019969929639103,Iris-setosa
+54,6.521073781746587,3.0,5.517658659234261,1.8520739937517965,Iris-virginica
+55,6.322317796703942,3.4073255615966853,5.596125042678907,2.4026353260055346,Iris-virginica
+56,5.7312309722208035,2.890451747344225,4.2640263247992225,1.3007310443530926,Iris-versicolor
+57,7.692433757260396,2.5913182625244113,6.9,2.304308413191602,Iris-virginica
+58,6.5195423480890105,3.1642714087921346,5.172815703709656,1.9808677000551227,Iris-virginica
+59,4.8327828474449825,3.0,1.4026832040433892,0.29346949916824744,Iris-setosa
+60,5.791560851215081,2.6961827646803496,5.107922908446942,1.9019994319128668,Iris-virginica
+61,7.706260672412432,2.612395676370811,6.9,2.30330729797334,Iris-virginica
+62,6.800110272115742,3.0,5.501290068499096,2.100906155515233,Iris-virginica
+63,5.100990089035137,3.794793881150149,1.6489571467568371,0.19944813376887952,Iris-setosa
+64,7.685153177780199,2.7859644792414486,6.690606178929866,1.9819331171408174,Iris-virginica
+65,5.10595740017931,3.793003182876637,1.6063122572521098,0.19943620774515758,Iris-setosa
+66,7.71309269003416,2.584800528928733,6.9,2.3170414599102456,Iris-virginica
+67,4.4,2.903566072499623,1.4001415380241706,0.19221441930089683,Iris-setosa
+68,5.424800817343539,3.9,1.3163350258743254,0.5273297762405678,Iris-setosa
+69,5.636195385942522,2.7437323555370368,4.412371179530132,1.2437791634961173,Iris-versicolor
+70,4.896258976338661,3.0,1.3978314290293903,0.20530148409966306,Iris-setosa
+71,6.006364477945841,2.2058382526076734,5.003776465966519,1.504291406837871,Iris-virginica
+72,5.094669049797635,3.5039616300380594,1.403324269486723,0.19857458668996428,Iris-setosa
+73,6.0950715708920535,3.0,4.585617252722663,1.3762625575383223,Iris-versicolor
+74,4.805074631990896,3.0,1.405441711623299,0.1000001093189443,Iris-setosa
+75,7.596488556164444,3.0,6.537042754980568,2.093557171774468,Iris-virginica
+76,4.588536600852855,3.3956961637970093,1.390996796679576,0.32723092741234666,Iris-setosa
+77,4.653391113223273,2.827292362870836,1.3709579723375092,0.338268496882171,Iris-setosa
+78,6.3032904939352274,2.4908063302860395,4.950111577795655,1.5003357904005366,Iris-versicolor
+79,6.313543912452735,3.4154681904749937,5.597175493688674,2.396260092687932,Iris-virginica
+80,6.13433904749009,2.603639650331934,5.596236381336602,1.4158407663946058,Iris-virginica
+81,5.380594405228789,3.3956639045211925,1.6488411641824898,0.2001359437932415,Iris-setosa
+82,4.799131807576411,3.0,1.3971520344740864,0.2960135350438549,Iris-setosa
+83,4.919719765284785,2.396519405856827,3.4700403985987465,1.023112734572038,Iris-versicolor
+84,6.701739791497242,3.299634314339874,5.697210305953994,2.499999538006058,Iris-virginica
+85,6.901150922883156,3.088387102467838,5.1175188784577115,2.3030638361743034,Iris-virginica
+86,4.8051541735353,3.0,1.4043768638845748,0.2968564523164281,Iris-setosa
+87,7.284276062243082,2.9058537626352408,6.295786926176198,1.8006717543237192,Iris-virginica
+88,6.639886589386613,3.0,5.794952266218558,2.229641111877141,Iris-virginica
+89,6.850748673531978,3.1490270543795056,5.779367785060129,2.2817476070272846,Iris-virginica
+90,6.101634175515769,2.806718270210466,4.718409473086945,1.1952197194714222,Iris-versicolor
+91,6.303297746266322,2.5008923234958247,5.083401113097981,1.8878258508002992,Iris-virginica
+92,7.677159527558177,2.613087447582789,6.899998717261431,2.2963628804987772,Iris-virginica
+93,6.317623920847079,2.916037340229056,5.586331905783459,1.7872740059381333,Iris-virginica
+94,6.1038950890245625,2.8172632687841594,4.673595296995007,1.2039915499035896,Iris-versicolor
+95,7.716839394713611,2.604973712536294,6.9,2.304705999182762,Iris-virginica
+96,7.71698587006871,2.6027630144800065,6.9,2.3207758740672526,Iris-virginica
+97,7.128310078604457,3.0,5.993065594751355,2.126988079686243,Iris-virginica
+98,4.8963556864250375,2.3969669494541646,3.1718882950107625,1.0001539414367597,Iris-versicolor
+99,7.731561692132889,2.612083707999542,6.9,2.3016154878523665,Iris-virginica
+100,6.304365540721349,3.4098397519254564,5.622017753999138,2.401140088748587,Iris-virginica
+101,6.00008026525672,3.4022572036621965,4.529568257985652,1.6063403202971167,Iris-versicolor
+102,7.603914748099827,3.0,6.577328112245293,2.0963970731691552,Iris-virginica
+103,5.992586057164383,3.4059501718855483,4.494676195863734,1.6043064188630016,Iris-versicolor
+104,7.604679164023973,3.0,6.586824416188488,2.1000409860415807,Iris-virginica
+105,4.806761816976168,3.0,1.3996344814588082,0.3120663018629445,Iris-setosa
+106,7.084249644801737,3.0,5.810242728565661,2.126352817823063,Iris-virginica
+107,5.218845472297235,2.695953835820352,3.9345645007429537,1.401861511116802,Iris-versicolor
+108,7.367858648653179,2.8860010177879203,6.342581010968449,1.82101962670133,Iris-virginica
+109,6.010661655731842,2.9133669237041184,4.443793652026958,1.5110096045486192,Iris-versicolor
+110,6.493564498127739,3.0,5.876104027628379,2.2267870906722615,Iris-virginica
+111,6.903847735124292,3.0689360466293727,5.233246450345462,2.2684368781825928,Iris-virginica
+112,5.629556208270689,2.9744060390075093,3.8818680920764654,1.3084691858435094,Iris-versicolor
+113,5.6952887887798935,2.8255454270965723,3.9370062841557703,1.1478166481283474,Iris-versicolor
+114,5.753910718240662,2.8434297355180163,4.535492738461321,1.3022342001790488,Iris-versicolor
+115,5.11064775202014,3.500868507534319,1.4004813577797908,0.3026703083120642,Iris-setosa
+116,5.4376262359288186,3.3987068924723705,1.9021521588177663,0.20090004337307824,Iris-setosa
+117,7.695334153933234,2.597645234460072,6.9,2.287159635057355,Iris-virginica
+118,5.991200328336839,2.7089060965767717,5.088517299710557,1.6055502180734262,Iris-versicolor
+119,6.544692855151237,3.0,5.512581897360386,1.8017309450620766,Iris-virginica
diff --git a/iris/tab_ddpm/3/13/test.csv b/iris/tab_ddpm/3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/13/train.csv b/iris/tab_ddpm/3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/13/val.csv b/iris/tab_ddpm/3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/14/synth.csv b/iris/tab_ddpm/3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2471d189a5cdd095e8f1c7cc4c48b7035b46b939
--- /dev/null
+++ b/iris/tab_ddpm/3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.509392373311943,2.4187084282976676,3.7162494537390476,1.010315112304821,Iris-versicolor
+1,6.4086063571048655,2.9084678791223286,4.304333506082182,1.3013187451941735,Iris-versicolor
+2,5.8004990354648855,2.7940083670921885,4.578560459753519,1.333560481628546,Iris-versicolor
+3,4.989706537236118,2.0,3.344911941078764,0.9747505490614887,Iris-versicolor
+4,5.5886629514851425,2.8853062766555215,3.499289582850881,1.3012208567786854,Iris-versicolor
+5,4.605295993643834,3.6136043590809828,1.0,0.20035764764841,Iris-setosa
+6,6.501573168108701,3.0,5.501089838557037,1.8034059119565249,Iris-virginica
+7,6.132117819799688,2.6063614837490174,5.597383845482011,1.4162384581162766,Iris-virginica
+8,4.880831739914332,3.0,1.3975415120186123,0.19948709211955354,Iris-setosa
+9,5.185609556419911,3.4159567230601597,1.3952270521113752,0.2016748819057668,Iris-setosa
+10,5.710232432484039,2.798722131825112,4.505855317872415,1.3024681297718699,Iris-versicolor
+11,6.80393533865253,3.0,5.513545472884539,2.0765264590004944,Iris-virginica
+12,5.706496839353048,2.9013842802912664,4.216401585363934,1.2821779075683275,Iris-versicolor
+13,4.913778251792043,3.0,1.406494093140512,0.20045734706364998,Iris-setosa
+14,5.008493467915447,2.0000006206956864,3.538051520372541,0.9385715941168995,Iris-versicolor
+15,4.4,2.9015014623018955,1.400578265956556,0.19021452118318022,Iris-setosa
+16,7.306466326947473,2.9078851899021494,6.289698067942941,1.7798463880986366,Iris-virginica
+17,4.994230219729043,2.000000662263501,3.367235010024334,0.9628276839920586,Iris-versicolor
+18,6.910468627937786,3.1166934745354444,5.05057138969477,2.2975909997997537,Iris-virginica
+19,7.088828538329081,3.0,5.921430585063706,2.0961760843109114,Iris-virginica
+20,6.703799353466915,3.305504932457069,5.698446896873492,2.1018277248192314,Iris-virginica
+21,4.895811427031185,2.392825481777518,3.135530903756467,0.984334608649144,Iris-versicolor
+22,6.103556973803876,2.800639968267123,4.703134078896085,1.2007341954913773,Iris-versicolor
+23,6.742554842777248,3.116591117008955,4.735107701372155,1.5056902395086211,Iris-versicolor
+24,5.69626119418379,3.8070760590441726,1.8218624856559211,0.3268638905792951,Iris-setosa
+25,6.28981621445923,2.3159647712236344,4.407706159723647,1.3009413788715973,Iris-versicolor
+26,6.705174473661663,3.2930212705526696,5.687265718489065,2.1075030631381155,Iris-virginica
+27,5.992466857874912,2.7205679183658438,5.083944486052045,1.5934953172008444,Iris-versicolor
+28,6.795704184864891,3.191498242139649,5.915163040379243,2.2870404529939647,Iris-virginica
+29,6.108359411743887,2.8118539154360356,4.722583717184279,1.1929198318846204,Iris-versicolor
+30,5.984534071206601,2.90148348612829,4.526382103773075,1.501163288870941,Iris-versicolor
+31,6.7013978036271515,2.506277560087417,5.807029703699105,1.800231687753997,Iris-virginica
+32,6.259718725686075,2.4440374231693713,5.018530956231785,1.8344839623494844,Iris-virginica
+33,6.364212159850649,2.927936683220895,5.529752732219267,1.7979191331432922,Iris-virginica
+34,4.896219621989043,3.0,1.3877293307301894,0.2015535076133116,Iris-setosa
+35,6.305927150163712,2.290128711078778,4.3934683219622,1.3004688637889308,Iris-versicolor
+36,6.308918519314535,3.302182782551142,4.689371158361046,1.5941742276603148,Iris-versicolor
+37,6.802101465586452,2.8054779115348216,4.806600430159966,1.4152366140613302,Iris-versicolor
+38,6.834091371623579,3.2033672066483305,5.7763332953683175,2.3039386305281746,Iris-virginica
+39,6.806862859595657,3.0990090820559404,5.1417729749181245,2.3121622198045397,Iris-virginica
+40,4.917669006836477,3.0384838920182267,1.4189594789372018,0.3196680822824675,Iris-setosa
+41,6.808841903871614,2.969551623907726,5.846864222295177,1.846320513615624,Iris-virginica
+42,5.125559773609318,3.7448415630708927,1.7610886666139511,0.20086818698291375,Iris-setosa
+43,6.064408136047993,2.5929173964796144,5.602389060699225,1.3993670529660105,Iris-virginica
+44,5.679525566100667,3.7956872701903333,1.6880574813767133,0.2987440752807249,Iris-setosa
+45,5.525936421548931,2.572769342087754,4.352839034318527,1.162456819025346,Iris-versicolor
+46,5.5331242501721185,2.6107902869230255,4.417257578609284,1.1990709968499094,Iris-versicolor
+47,7.112567628914702,3.0,5.878923104278269,2.0871153865038243,Iris-virginica
+48,6.885192560779256,3.108405326436867,5.11506702969089,2.293650577897415,Iris-virginica
+49,4.998722240238106,2.0000005532046763,3.449664817007024,1.022548989102569,Iris-versicolor
+50,4.999904932167751,3.5791042450127297,1.3959320824553825,0.19973675619809683,Iris-setosa
+51,4.600840310303538,3.42157241602521,1.4026040606435677,0.2988514033100111,Iris-setosa
+52,5.377899334843103,2.454037815959967,3.6696845876355924,1.0104992710631255,Iris-versicolor
+53,5.969595157928058,2.767374858476446,4.249831255287754,1.0655484306202034,Iris-versicolor
+54,4.997185001674435,3.644901810718065,1.4017753664062298,0.1969425387009732,Iris-setosa
+55,5.3679542794759225,3.9,1.3233063771971043,0.40497352916286694,Iris-setosa
+56,5.915162513931521,2.77590435622506,4.4838164041006765,1.1314207521285429,Iris-versicolor
+57,7.701364975522345,2.7951533173072565,6.70731439697104,2.0165048767087543,Iris-virginica
+58,5.151142019149229,3.4056064660113603,1.4030574506799476,0.19961374379500246,Iris-setosa
+59,5.383497718028275,3.4027759358043324,1.630128563168587,0.39555615648452047,Iris-setosa
+60,7.230836824888671,2.8939836369884864,6.256904055406257,1.77995803224763,Iris-virginica
+61,5.91176644841554,3.0,5.091939044972508,1.8074965546978825,Iris-virginica
+62,6.674179043093806,3.063087855206299,4.653375607206158,1.483793409983801,Iris-versicolor
+63,5.580499562993408,3.0,4.468162941547404,1.5037208345148096,Iris-versicolor
+64,6.013466102567846,3.400604563398017,4.480469557224442,1.6128370177290146,Iris-versicolor
+65,5.55487588594555,2.5725402264285284,4.297844009630042,1.1419927756512416,Iris-versicolor
+66,7.681631580303945,2.6089944070880735,6.899998637551024,2.302639426697771,Iris-virginica
+67,6.770401991932828,3.250462395435808,5.732722589608203,2.198509494196346,Iris-virginica
+68,5.573984735892919,2.4884426910754263,3.8728632625447763,1.1040800621065727,Iris-versicolor
+69,5.725130214822486,2.796056201677802,4.491250172635523,1.3031230457823986,Iris-versicolor
+70,7.698461146899751,2.593824748984894,6.899998915351596,2.2953627614754977,Iris-virginica
+71,5.540184588364565,2.418064202983067,3.766385311518072,1.0426400138978376,Iris-versicolor
+72,4.991547358398575,2.0,3.4641306196077823,1.0244312177794996,Iris-versicolor
+73,6.073903860750208,2.918818421549953,4.641455967388223,1.3303911874712169,Iris-versicolor
+74,7.7341062835739915,2.5843108845370617,6.899998954778174,2.3154247845006277,Iris-virginica
+75,4.94174847840495,2.4306645969969765,3.081835876407582,1.0337074436894147,Iris-versicolor
+76,4.491692485105498,2.2735402685182913,1.3209745948894547,0.2920353688623218,Iris-setosa
+77,5.003478077659725,3.5824954322295746,1.4000737734463355,0.20072831087438597,Iris-setosa
+78,4.4,2.907357011987004,1.3998588181008396,0.1984118280300287,Iris-setosa
+79,6.8207160959375095,3.1869420254022938,5.774138788903189,2.293804000247049,Iris-virginica
+80,5.102043733244769,3.8116384833448715,1.5896713733677312,0.20522341968489605,Iris-setosa
+81,4.591886737491955,3.603078897059482,1.0,0.20413960464527858,Iris-setosa
+82,5.606294661338706,2.891673258063223,3.635211378749628,1.3029826579428585,Iris-versicolor
+83,5.925522822114026,3.0,5.096471682055642,1.8053932890801265,Iris-virginica
+84,5.113789295012802,3.7920950898989108,1.7893912877547653,0.2021989673796018,Iris-setosa
+85,5.957022788986297,3.2615567458488095,4.430531194346554,1.5706867518882266,Iris-versicolor
+86,6.167437891262631,2.5763855898391506,4.925897672116014,1.5214456695359766,Iris-versicolor
+87,4.84084161727648,3.0,1.4022330986138416,0.1,Iris-setosa
+88,4.4,2.8970179474669604,1.4056407972214597,0.20667931720823543,Iris-setosa
+89,5.860749821916828,3.0,4.254017078121844,1.5179970666153482,Iris-versicolor
+90,6.004180389993472,2.189206319555145,4.9293953564940205,1.4986768909800399,Iris-virginica
+91,6.252063118551462,3.4020884914300256,5.598853927592581,2.397702205090365,Iris-virginica
+92,5.519075586816829,2.59067598308402,4.333007076089792,1.1988235817860902,Iris-versicolor
+93,4.588673786492643,3.603932615393182,1.0,0.19468611064287059,Iris-setosa
+94,6.119596615252005,3.0,4.611549574941698,1.4183201338363307,Iris-versicolor
+95,5.036852701499379,3.41289048819612,1.8435614610586315,0.3930565452897507,Iris-setosa
+96,6.223746094152743,2.1791693079705072,4.522881561244134,1.4933079427122649,Iris-versicolor
+97,5.903501489736122,3.0,5.089791016915567,1.7993695284001467,Iris-virginica
+98,6.057598038839294,2.7997519271880416,4.716862953768879,1.2123195916424967,Iris-versicolor
+99,7.313379086834098,2.884662740293363,6.307887534318559,1.7862782308456275,Iris-virginica
+100,4.9047785338381855,3.1217818120705183,1.611667452029378,0.1,Iris-setosa
+101,5.109548481472394,3.7004956358740757,1.5725595290312842,0.38515362493209465,Iris-setosa
+102,5.193161920564053,3.394918162019387,1.4021030211520236,0.19679607778853817,Iris-setosa
+103,5.691206983419646,3.0,4.44337331584558,1.4885971080542426,Iris-versicolor
+104,6.507494954789825,3.204785810911103,5.09107472598308,2.0112540831084003,Iris-virginica
+105,6.50646442234179,3.0,5.784692951562815,2.197183637339304,Iris-virginica
+106,4.400000448440467,2.8965089798714514,1.3654417833845889,0.20022863972281824,Iris-setosa
+107,4.795825529427514,3.0,1.4018180119837103,0.1,Iris-setosa
+108,5.012244292981049,2.0,3.512788751883776,1.003337339279907,Iris-versicolor
+109,5.991218386629741,3.380063837435177,4.506760250116961,1.6055400703910152,Iris-versicolor
+110,5.737581632947359,2.8920166109745225,4.086002600601379,1.2524320366416948,Iris-versicolor
+111,7.388957362690439,3.0,6.424929185000532,2.0971790288142445,Iris-virginica
+112,6.861895701874281,3.0,5.546846331221887,2.106538380693633,Iris-virginica
+113,4.787829416263264,3.402918089447403,1.5114386209434436,0.20035172663508458,Iris-setosa
+114,4.998923323477921,3.5971304258293033,1.3961925356047993,0.20388806209934657,Iris-setosa
+115,4.976982106448547,2.441750641883509,3.1592363683182993,1.076768590286945,Iris-versicolor
+116,4.7635882590709375,3.402065674724942,1.465153842081619,0.2718702289055732,Iris-setosa
+117,4.982056436690177,3.6005250777497144,1.3903277484259395,0.20133763755645395,Iris-setosa
+118,7.705648191256396,2.589548604198266,6.899998893862466,2.312064876883504,Iris-virginica
+119,6.835785066287769,3.073151560635989,5.130533258017758,2.2897976794479225,Iris-virginica
diff --git a/iris/tab_ddpm/3/14/test.csv b/iris/tab_ddpm/3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/14/train.csv b/iris/tab_ddpm/3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/14/val.csv b/iris/tab_ddpm/3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/15/synth.csv b/iris/tab_ddpm/3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bbedc16531a6c270eb3512cee55013143cb87a81
--- /dev/null
+++ b/iris/tab_ddpm/3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.721147866240729,2.7993899862671907,4.510067638066404,1.3034226764183394,Iris-versicolor
+1,6.357810076592866,2.881561757755815,4.278376851822474,1.2821594405963859,Iris-versicolor
+2,5.740560566511531,2.902161051277906,4.281413651642585,1.3078308170958464,Iris-versicolor
+3,5.005720632051242,2.0,3.567238695778504,0.9250474776354125,Iris-versicolor
+4,4.7986918708448325,3.0,1.3895697170930352,0.1,Iris-setosa
+5,5.665613025581543,2.7632265785117536,4.4946192955052044,1.2882022022174584,Iris-versicolor
+6,5.968889933494597,2.947218288969803,4.477051303092854,1.5003334000050486,Iris-versicolor
+7,4.990236673467964,2.000000763045864,3.4943684355762503,1.0167974214478779,Iris-versicolor
+8,6.878714924665445,3.102187132872092,5.092919044870779,2.29215324779121,Iris-virginica
+9,7.697377107900219,2.5914122592342044,6.9,2.301191011477172,Iris-virginica
+10,5.641886709161919,3.0,4.494808341273793,1.5065191994009224,Iris-versicolor
+11,7.687998296231023,2.6019967857000963,6.899998751085148,2.29391759169784,Iris-virginica
+12,4.891932047149743,3.0993480112985994,1.493356877873583,0.1,Iris-setosa
+13,6.798174796387521,3.1984097656043353,5.843812689016496,2.2723092806318617,Iris-virginica
+14,7.2976438109046375,2.887198125040425,6.354015820647692,1.8047167232246857,Iris-virginica
+15,5.0016227204535575,3.613828296757655,1.385348509797152,0.2016184729787563,Iris-setosa
+16,4.998455722381402,2.0,3.4526521906673784,0.927976175492568,Iris-versicolor
+17,5.81084841898095,2.692018116318867,4.019778174037926,1.020444713017362,Iris-versicolor
+18,6.1625335989414145,2.5984638385879997,5.603987054253008,1.4168369920331245,Iris-virginica
+19,4.814593459598799,3.0,1.4037511831914355,0.10000010391797266,Iris-setosa
+20,5.659524964934548,3.797802513531731,1.8439200891442378,0.3428376683683615,Iris-setosa
+21,6.001166126039654,2.7104455419227524,5.0606366658239885,1.594134316956503,Iris-versicolor
+22,6.315778041295182,2.296605624845939,4.380372273076807,1.3029317716390723,Iris-versicolor
+23,6.708063943939934,3.081858950601338,4.71571074817147,1.5027816883068423,Iris-versicolor
+24,6.253202733523791,2.8120961253009504,5.596615383576809,1.7402037521627696,Iris-virginica
+25,5.553682947884012,2.4203170512481345,3.7024414795216942,1.0560428595827513,Iris-versicolor
+26,4.793344996901138,3.397570054343384,1.6385168067849825,0.1950991679654872,Iris-setosa
+27,5.597524039379429,3.0,4.519851012990824,1.4938731783161932,Iris-versicolor
+28,6.90299647062062,3.171814462852744,5.699582563489881,2.2874941081253835,Iris-virginica
+29,5.581713896349691,3.0,4.4413674385252495,1.507646989622419,Iris-versicolor
+30,6.796661302261117,2.8099130686041094,4.794048287298206,1.3988594722501313,Iris-versicolor
+31,4.503871179483248,2.303295508356418,1.3120242416697225,0.32179499457227795,Iris-setosa
+32,5.100379012258509,3.807992372849013,1.4992823012883183,0.20194431897032256,Iris-setosa
+33,4.895737393352126,3.102086510090358,1.4934297259291922,0.10000013498119159,Iris-setosa
+34,6.717060300152919,2.48908883656191,5.817691633164987,1.8092979660843866,Iris-virginica
+35,4.598238347704197,3.6054484709531014,1.0000004315764892,0.19658931946420466,Iris-setosa
+36,5.096563706513765,3.5012444494135813,1.3835412097380277,0.1982663146036367,Iris-setosa
+37,7.212873188820015,3.0,6.086178981063637,2.080347835768527,Iris-virginica
+38,5.1768215424343875,2.6939445107957996,3.917023685352584,1.4129297189148124,Iris-versicolor
+39,7.094764183524901,3.0,5.894849703518043,2.066716740860718,Iris-virginica
+40,4.901508849869226,3.0,1.3864595668639905,0.20216337571691312,Iris-setosa
+41,4.893716214532267,2.3905574464432235,3.518302744168015,1.0012783709678572,Iris-versicolor
+42,6.116460173672767,3.340452022475061,4.605298632456166,1.5964134886455381,Iris-versicolor
+43,7.715986618544598,2.6094051215534235,6.899998984493396,2.300862065250479,Iris-virginica
+44,6.705877222298053,2.505622614247764,5.858985308940358,1.8110863182316064,Iris-virginica
+45,6.879206008512483,3.180056440211801,5.682723042043008,2.301356309445428,Iris-virginica
+46,6.389785736472759,2.896924829782478,4.297217747044684,1.3017402809106076,Iris-versicolor
+47,6.298556181779904,3.402490092974349,5.61422631020253,2.4039120651531927,Iris-virginica
+48,6.102566566824608,3.0,4.5981204186238935,1.405480566845305,Iris-versicolor
+49,4.990792429028957,2.0,3.497231270459997,0.9526790173180388,Iris-versicolor
+50,7.688762782319492,2.6160816735577312,6.9,2.3001491880255633,Iris-virginica
+51,4.928332480938807,2.4174708366400397,3.352507370682008,1.0504183364855073,Iris-versicolor
+52,5.212445427495593,3.4053138069960167,1.3860625491213459,0.1991578241602209,Iris-setosa
+53,7.710732013739107,2.5991003750550985,6.9,2.301780170405475,Iris-virginica
+54,5.38362386843701,3.9,1.280057683270563,0.39205065355293417,Iris-setosa
+55,4.635230150079169,3.403560155192918,1.4010671589941346,0.29831830435256684,Iris-setosa
+56,6.128763555089391,3.0,4.601385692169064,1.4139169609608206,Iris-versicolor
+57,5.306529218187203,3.681448104433448,1.4994715739630178,0.20007856527120446,Iris-setosa
+58,6.153094871982291,2.2130112326135225,4.515154680971212,1.4971816006057943,Iris-versicolor
+59,6.908832088597501,3.1964188065245924,5.668248871618235,2.3049006897000486,Iris-virginica
+60,6.185696355948832,2.204784725284663,4.489656400509885,1.5018591279746936,Iris-versicolor
+61,4.808870642834231,3.4031583567125496,1.6161029147923238,0.20441461457083357,Iris-setosa
+62,6.481682179415393,3.0,5.5235692101999065,1.8013038331519875,Iris-virginica
+63,6.815983693545217,3.182328812689906,5.775387518969936,2.2976852755777566,Iris-virginica
+64,6.00547973788573,2.1982414882374295,5.017830970329236,1.511601630585995,Iris-virginica
+65,5.9927658635318295,2.939464272884488,5.258342862737816,1.8129023967849245,Iris-virginica
+66,7.617913799148624,3.0,6.614740248514308,2.0924253541376663,Iris-virginica
+67,7.6778655421603865,2.5870995106759924,6.899998869568519,2.2947602458684107,Iris-virginica
+68,5.420767427728696,3.3912805523558927,1.7940533194540493,0.19915044323713205,Iris-setosa
+69,5.883048438032432,3.0,4.217081037016248,1.501322248036556,Iris-versicolor
+70,6.083559660578292,3.0,4.552354988821499,1.3989778618482926,Iris-versicolor
+71,6.026403352242928,2.692164452727144,5.14939572336612,1.5991540227726797,Iris-versicolor
+72,6.814835525961625,3.205099260229201,5.811254615125419,2.299137947156031,Iris-virginica
+73,6.176280761754017,2.194073006228146,4.477727226706513,1.4928252385264678,Iris-versicolor
+74,7.704814233575291,2.600055676931548,6.899998679059468,2.30557901782677,Iris-virginica
+75,6.723205449842697,3.3096847411263104,5.692088582695724,2.499999626470954,Iris-virginica
+76,4.4,3.2262855765908016,1.2972363917101881,0.20675280801239748,Iris-setosa
+77,5.848034115434543,3.0340983824278576,4.3515541986728605,1.5183873319342953,Iris-versicolor
+78,7.277037145968251,2.8906842181475487,6.297661037515004,1.8203752411092724,Iris-virginica
+79,6.695255647656128,3.0780652410507723,4.6373951049979105,1.4970117282270416,Iris-versicolor
+80,6.093874877018599,2.8019638362565122,4.705767562625588,1.198811637920883,Iris-versicolor
+81,6.706499252862592,2.4850302008089056,5.81720010509749,1.7970240149419454,Iris-virginica
+82,6.797679127848042,3.0,5.45375320597697,2.1156551879642937,Iris-virginica
+83,6.208249041916259,2.184664841140328,4.4697431169095045,1.499699591976307,Iris-versicolor
+84,5.595726722064984,3.0,4.527507178794537,1.5035024348657124,Iris-versicolor
+85,6.32986853076076,3.3890143555276033,5.617376618836971,2.391676962374301,Iris-virginica
+86,6.709681681968708,3.2939918243797774,5.696082566385758,2.102389225858333,Iris-virginica
+87,5.366239889079271,3.8999995614900955,1.2726814639584922,0.3721393339968525,Iris-setosa
+88,7.328081640688434,2.9018315742667915,6.3141993219804755,1.7998540077807212,Iris-virginica
+89,6.010553057738846,2.6946298346953848,5.113674167231787,1.5951395841366092,Iris-versicolor
+90,6.699380279193492,3.0972587407318604,4.672090776366899,1.498855629978888,Iris-versicolor
+91,6.505150926926823,3.0,5.7995926671453715,2.188129921961779,Iris-virginica
+92,5.726201966458253,3.8032487040361107,1.681172918898215,0.3029439222358331,Iris-setosa
+93,6.502289104979512,3.0,5.3896627249293365,1.884280519134252,Iris-virginica
+94,4.60412336421128,3.618049966084066,1.0000004830452736,0.2031007668991609,Iris-setosa
+95,5.396775433680943,3.899999641027789,1.3101651057425998,0.3546965743770684,Iris-setosa
+96,5.035623839272673,3.5542787420970803,1.391593845889524,0.20425668664488167,Iris-setosa
+97,6.215598510091312,2.262473142130272,4.469710511813606,1.4431245936846508,Iris-versicolor
+98,5.393872624709134,3.9,1.297655465911781,0.4074240211047096,Iris-setosa
+99,4.603015718665897,3.369428738274955,1.4081849681289587,0.3066167854203323,Iris-setosa
+100,6.823134839660587,3.0,5.526068435612443,2.0855842667798528,Iris-virginica
+101,5.698138444140581,2.8735854949132547,4.016101823226456,1.2807898648118683,Iris-versicolor
+102,6.237901769354914,2.19718958557511,4.49663590772568,1.4931108417970365,Iris-versicolor
+103,5.668239152024546,2.9567709554860206,4.3981559934512395,1.3739136866691941,Iris-versicolor
+104,5.39349389442671,3.899999630265629,1.293587896433242,0.3446113846771857,Iris-setosa
+105,6.023032469495334,2.7029097916937737,5.133887564643904,1.6123805411143053,Iris-versicolor
+106,6.799613274855648,3.1884025350173317,5.812425055016373,2.3015582788767897,Iris-virginica
+107,4.5850394872559725,3.635710320785682,1.0,0.20378499594807303,Iris-setosa
+108,6.29742001942102,2.3156273326743233,4.40214752236281,1.306342118247962,Iris-versicolor
+109,6.823181041706298,3.197353288221597,5.768490294868965,2.3051590773173674,Iris-virginica
+110,6.386581746215476,2.8802770668188358,4.286395077414686,1.28049195736644,Iris-versicolor
+111,6.302457582543914,3.4033337636713195,5.592655535018579,2.3999934900801065,Iris-virginica
+112,6.24397236594745,2.352234267798603,4.750189161373122,1.510888033685985,Iris-versicolor
+113,6.043503593716072,3.3998665800722216,4.538951555961557,1.6175874910021,Iris-versicolor
+114,5.497544380191043,2.572706001882402,4.386107539266404,1.13402896158413,Iris-versicolor
+115,5.471361903601441,2.364290964848222,3.629584467399034,0.9174042859836724,Iris-versicolor
+116,6.848034778996311,3.0,5.438401052886767,2.152882515384116,Iris-virginica
+117,6.101365017320599,2.5958505165261827,5.610268773849447,1.4045944234508894,Iris-virginica
+118,5.043530075443629,3.4053377413408135,1.5987407799659255,0.44331276130812275,Iris-setosa
+119,4.501689438431234,2.3168238153359955,1.312430496733913,0.29946153971961054,Iris-setosa
diff --git a/iris/tab_ddpm/3/15/test.csv b/iris/tab_ddpm/3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/15/train.csv b/iris/tab_ddpm/3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/15/val.csv b/iris/tab_ddpm/3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/16/synth.csv b/iris/tab_ddpm/3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7910469ef382883332e1ae06facf442eb1215c50
--- /dev/null
+++ b/iris/tab_ddpm/3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.897862353306913,3.0,1.381333941879337,0.19470057353512404,Iris-setosa
+1,5.605349088179129,3.0,4.486653807998653,1.5088880984733046,Iris-versicolor
+2,6.849561412481213,3.209889667662938,5.769879380830057,2.304779702197364,Iris-virginica
+3,5.993656835364369,3.0,4.278990178786621,1.483311741757422,Iris-versicolor
+4,6.683896504179752,3.2585165423322753,5.702623225770633,2.103800452992001,Iris-virginica
+5,6.264216636888856,2.956161708152305,5.538382822125126,1.7912648472168735,Iris-virginica
+6,6.686916760508118,3.1071381006840575,4.718204100262881,1.5003322778818045,Iris-versicolor
+7,6.1158087889471515,2.2882602511260943,4.3311215676456865,1.2702929500185205,Iris-versicolor
+8,4.604738006552095,3.408583862636902,1.395948944057126,0.3956969699434295,Iris-setosa
+9,4.897258345946236,3.085878256018699,1.4862744774410792,0.10000010904800816,Iris-setosa
+10,4.91885598387839,2.4096139708825017,3.08058005260052,0.9858562228231678,Iris-versicolor
+11,6.5061485086160395,3.0,5.496187952027635,1.7860886895990395,Iris-virginica
+12,7.705368362068128,2.6205097218912776,6.899998578958334,2.302981485014841,Iris-virginica
+13,5.598872039086587,3.0,4.487854355390941,1.4921585467762442,Iris-versicolor
+14,4.911290463007431,2.3916578777766655,3.2088001132488113,0.9453810981803725,Iris-versicolor
+15,5.098398243974876,3.507294352670922,1.4017173229181854,0.19853507621537175,Iris-setosa
+16,5.603917079907808,2.9014332769522597,3.6002277790670685,1.2801622601744438,Iris-versicolor
+17,6.462024063468445,3.0,5.516079920086517,1.7852000102717658,Iris-virginica
+18,5.784377233845847,2.7268934812914662,4.131300604027622,1.0514881332692148,Iris-versicolor
+19,4.4,3.0,1.3258252685801235,0.19598539702623718,Iris-setosa
+20,6.201682837723571,2.195280434301544,4.4513552005650086,1.501389929196709,Iris-versicolor
+21,4.946869397887097,2.4377111332820767,3.3091053552270546,1.0183931448700088,Iris-versicolor
+22,5.112016835266204,3.3976323470132774,1.4992574365746882,0.42308937691456217,Iris-setosa
+23,6.302205122809348,2.904420447313004,5.603749408418112,1.796002120320046,Iris-virginica
+24,5.304631992616499,3.7128288707759247,1.4971509425666845,0.20294017946795398,Iris-setosa
+25,6.252894224892535,2.5449664219669543,4.868966028046031,1.5093303981726818,Iris-versicolor
+26,4.4,3.2153513864260086,1.2970096238777598,0.19888647385336816,Iris-setosa
+27,6.425419449530427,2.913130854749627,4.290754269124065,1.3021883033262438,Iris-versicolor
+28,4.820575427241739,3.398927942261406,1.5527799101871818,0.19471385029249777,Iris-setosa
+29,6.810566180727543,3.1611054550897153,5.7122106365587495,2.2888370824942585,Iris-virginica
+30,5.929619793466836,3.0,5.099190385359134,1.825342269559431,Iris-virginica
+31,4.78585889473233,3.3941463689670455,1.636597596488689,0.20753809277311083,Iris-setosa
+32,4.4,2.9158422367944414,1.385067343518407,0.20199190642237877,Iris-setosa
+33,6.785656405081992,3.191028219037886,5.849336046055874,2.2830603245859153,Iris-virginica
+34,6.466319230247689,3.0,5.471440016820243,1.7907148081894841,Iris-virginica
+35,5.492301209219051,2.604882636310262,4.393248692255323,1.194163487610727,Iris-versicolor
+36,6.282429166381968,2.8892625653866237,5.583114902671941,1.766689689983844,Iris-virginica
+37,4.589120555717894,3.606653616704418,1.0,0.19890582414665506,Iris-setosa
+38,4.779761713885197,3.0,1.394302571978303,0.10000009713595802,Iris-setosa
+39,5.095224787598072,2.4452913492029262,3.289014073402449,1.1092721535381993,Iris-versicolor
+40,5.195941564947438,2.5080422145913914,3.379517208561298,1.1362441235909277,Iris-versicolor
+41,5.625533002734408,2.898089808177984,3.667653597682685,1.303040412398569,Iris-versicolor
+42,6.512868046400843,3.0,5.796361245687891,2.201975817193647,Iris-virginica
+43,6.300467604519374,3.392090432282811,5.602460862302327,2.3984408547082188,Iris-virginica
+44,7.9,3.7768413930337084,6.4347169926989976,2.0329300577246405,Iris-virginica
+45,6.099969367491328,3.0,4.597377576034923,1.4114769315376683,Iris-versicolor
+46,7.899998680172681,3.798999536848265,6.471579394656771,1.987100465481959,Iris-virginica
+47,4.7765224467191025,3.4006191376040946,1.4904301687847914,0.21962706855043562,Iris-setosa
+48,5.538169150088424,2.443860502371839,3.8222846980597387,1.0627727899622375,Iris-versicolor
+49,5.411178965482757,3.3912894698985716,1.549497442348797,0.41530404369210183,Iris-setosa
+50,7.673395211457321,2.809391650341508,6.687565303410872,1.9769200183824267,Iris-virginica
+51,5.807973547654261,2.7018956617530954,5.08249974142744,1.8812188309377225,Iris-virginica
+52,4.810074360266643,3.3987218417284337,1.499140233968433,0.1984119494612565,Iris-setosa
+53,6.300475360408577,2.9290856700515424,5.585802683726918,1.7909937097406967,Iris-virginica
+54,5.714555587073254,2.6384598502520498,4.0441742649720664,1.034330448107448,Iris-versicolor
+55,6.4005706535511795,3.2329032334578485,4.740571857222752,1.5744961073156427,Iris-versicolor
+56,6.104581549890397,2.8058419472227074,4.675825250244266,1.227881000655335,Iris-versicolor
+57,5.9855797555626165,3.4092234905692576,4.527110071661828,1.5913677779026636,Iris-versicolor
+58,7.608340741721016,3.0,6.598830474887336,2.095334770660161,Iris-virginica
+59,5.880229369377412,3.0,5.12999783925283,1.8075857322053985,Iris-virginica
+60,6.800176949466746,3.0,5.524365065749746,2.0866711421299136,Iris-virginica
+61,4.970488132792457,2.0,3.439015536470225,1.0001102398173072,Iris-versicolor
+62,6.512201356959676,3.0,5.419388585074219,1.8454311002336237,Iris-virginica
+63,6.28854832584121,2.905777348551378,5.598923032378133,1.779641972211638,Iris-virginica
+64,6.494869458243624,3.184108474241704,5.083036105232809,2.023310753280653,Iris-virginica
+65,6.1875933925420314,2.212501675051766,4.521465435836611,1.4876425954460326,Iris-versicolor
+66,5.098522800742955,3.4970229862984947,1.3925230559237252,0.19859495085440287,Iris-setosa
+67,6.257901126991078,3.3103189075055797,4.683764660076237,1.5692789599208068,Iris-versicolor
+68,6.5187782013820845,3.0043833475431,5.345691700229118,1.841245037126568,Iris-virginica
+69,7.2097039093968895,2.8873311504001613,6.265467358350022,1.7728757382068243,Iris-virginica
+70,4.946827768910745,3.4508161853665476,1.4355097940886221,0.204468679382219,Iris-setosa
+71,6.205869284930822,3.4168316335661677,5.621489310666236,2.4028544654154795,Iris-virginica
+72,5.110263551981217,3.795671793719417,1.7796852606447824,0.19983464963616823,Iris-setosa
+73,6.17233120859272,2.2076381185123624,4.4868760618241055,1.5050113747593652,Iris-versicolor
+74,5.581947460720422,2.4844894536978313,3.914867823554168,1.101045785139555,Iris-versicolor
+75,4.609656029677716,3.5961626905976,1.0000004068578827,0.20129015038570416,Iris-setosa
+76,6.925585113772438,3.1889278799713012,5.864854322720634,2.295748518188339,Iris-virginica
+77,5.3406434622829515,3.688181173575788,1.5374293624100352,0.2039889621613521,Iris-setosa
+78,6.969822232104194,3.04964068844746,5.7717077094978615,2.197033529919711,Iris-virginica
+79,5.913819608142251,3.0,5.046136221223089,1.7587028104940048,Iris-virginica
+80,4.899029505716158,2.416635249356263,3.203273631890684,0.9840011250198335,Iris-versicolor
+81,6.766707088917688,2.8256563595022386,4.757153927005144,1.4161201124754927,Iris-versicolor
+82,7.9,3.814418773688313,6.373103291661828,1.9984998404527734,Iris-virginica
+83,5.2017180165395365,3.4006788460128616,1.4013791787975984,0.20120690064138275,Iris-setosa
+84,5.388338080317647,3.7557220698309415,1.526561195070353,0.36467906223664787,Iris-setosa
+85,6.073986667231995,2.7928144198598637,4.670565195412413,1.1867376284891897,Iris-versicolor
+86,5.724532823710668,2.8283047626399402,4.4879060224836875,1.300556274947815,Iris-versicolor
+87,5.420359327912099,3.4021143269818284,1.5905270071803101,0.40467910215010267,Iris-setosa
+88,6.23913505792187,2.9178308681671745,5.566641606184607,1.8189279988582305,Iris-virginica
+89,4.621120384553006,3.5767961426135595,1.0,0.20305832883810926,Iris-setosa
+90,6.625963499511642,3.0,4.429150730449216,1.4051481223648816,Iris-versicolor
+91,4.785747008401728,3.0,1.3831810862705647,0.2981856190098168,Iris-setosa
+92,5.3837302130261016,3.9,1.296804320537638,0.35350225705191957,Iris-setosa
+93,5.688548865315115,2.9058928826700505,4.2340797125886755,1.2961689790060869,Iris-versicolor
+94,6.815779093496051,3.192967494937101,5.908146642309395,2.303235398559628,Iris-virginica
+95,5.971206500445818,3.411525634456174,4.521318372452645,1.6346700358820083,Iris-versicolor
+96,7.286385298729137,2.885382851613425,6.264336318539017,1.7851066032561973,Iris-virginica
+97,5.760673675257209,2.7837524783892285,4.279207748577565,1.197241348236223,Iris-versicolor
+98,5.621982366695007,2.4775487652389057,3.895353317913991,1.0191358011805876,Iris-versicolor
+99,4.808895598450078,3.4061029077047014,1.5713227858608012,0.20035857338918764,Iris-setosa
+100,5.811569026326241,2.690787817715943,5.102113336318983,1.8956616620242854,Iris-virginica
+101,5.551689782044685,2.5701521255824886,4.312362560499938,1.1590140978753287,Iris-versicolor
+102,6.287264761459718,2.292058805668559,4.399246214051073,1.2788884217115442,Iris-versicolor
+103,4.597713485351789,3.5987410688933408,1.0000004339059136,0.1969435521358633,Iris-setosa
+104,4.912676367072706,3.110670676954692,1.4936807502535836,0.1,Iris-setosa
+105,6.695811427445028,3.1046481553534204,4.674440293715525,1.4927766240692935,Iris-versicolor
+106,6.074057069213096,2.81360217510453,4.685784886410758,1.1481993983079644,Iris-versicolor
+107,5.870693250152853,3.0,4.243037378081938,1.4846950124732088,Iris-versicolor
+108,6.5901043416708935,3.0,4.385509263630561,1.3980655475164792,Iris-versicolor
+109,6.095194410378064,2.796604613805766,4.702641457963729,1.2229225558845624,Iris-versicolor
+110,6.2880726742078075,2.900814145710617,5.606790527050391,1.814417974655471,Iris-virginica
+111,5.661993736875189,2.796187956971519,4.496687277498556,1.3030132641168686,Iris-versicolor
+112,7.69069365656576,2.6019583045097034,6.9,2.301559829296917,Iris-virginica
+113,6.250273553484905,3.406598899331073,5.621276267449475,2.4063685080773167,Iris-virginica
+114,4.4,2.889074151079892,1.4022914348106652,0.19606242960685882,Iris-setosa
+115,5.097576931189455,3.6820787152819023,1.6105925380563386,0.4169974890884662,Iris-setosa
+116,5.211600938437175,2.696985357803727,3.963854945614318,1.3990963445520797,Iris-versicolor
+117,6.814373742099955,3.1941590835916074,5.856505045901068,2.299828550764993,Iris-virginica
+118,5.17773994786555,2.709763143372026,3.8349396750939806,1.3974776991434854,Iris-versicolor
+119,6.331984432235603,3.0,4.424077857337725,1.3855550010670297,Iris-versicolor
diff --git a/iris/tab_ddpm/3/16/test.csv b/iris/tab_ddpm/3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/16/train.csv b/iris/tab_ddpm/3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/16/val.csv b/iris/tab_ddpm/3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/17/synth.csv b/iris/tab_ddpm/3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf62c26e9665f90aeb5ea55c8ac9d9529e314df
--- /dev/null
+++ b/iris/tab_ddpm/3/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.064284505293379,2.5021649798690593,3.0909285914012985,1.0996420177491482,Iris-versicolor
+1,6.624705300231978,3.0,4.53717255864268,1.4381102846626144,Iris-versicolor
+2,5.396953914689688,3.400892527241687,1.4997112363856882,0.4089317444078892,Iris-setosa
+3,5.30951693925971,3.6776624112958096,1.4942049794766483,0.20267279962529997,Iris-setosa
+4,6.854163141257081,3.201184469900106,5.743087462758938,2.3078973227181714,Iris-virginica
+5,4.5985793412362925,3.605349043250231,1.0000005220907848,0.19951558582206214,Iris-setosa
+6,5.510973173457924,2.4093031296211946,3.6753534043936154,1.0109490134119563,Iris-versicolor
+7,6.257659225945292,2.9080380233542993,5.598440881662124,1.8135647609451646,Iris-virginica
+8,4.9990684794191305,3.393320389586232,1.6115731195902878,0.39043195872571984,Iris-setosa
+9,7.27844273302963,2.8919996782604964,6.285991124018479,1.7897023468235922,Iris-virginica
+10,6.109579790769968,2.6045060431531937,5.607606176054047,1.401875274818476,Iris-virginica
+11,7.093868223651827,3.0,5.990693170731911,2.099898821201181,Iris-virginica
+12,6.272687256382328,3.1270623330536713,4.674792068945944,1.4871970384343223,Iris-versicolor
+13,5.920843176541123,3.0,5.085889089339039,1.7797533103715941,Iris-virginica
+14,6.785111842783178,3.0,5.53349347901505,2.1006963659313436,Iris-virginica
+15,4.4,2.910979799395062,1.3989952112612056,0.20145226011964235,Iris-setosa
+16,6.261035956331498,2.4996560323408694,5.064115352185307,1.8982928112011612,Iris-virginica
+17,6.482940699138298,3.0,5.798377189223148,2.22130529882385,Iris-virginica
+18,5.411882302902183,3.899999635232293,1.3084415852946933,0.4442800373502143,Iris-setosa
+19,5.20968167673301,2.705744830725837,3.8800662090125906,1.3990665063470433,Iris-versicolor
+20,6.517260805770595,3.2132708692498806,5.0461178741100605,2.008017012963194,Iris-virginica
+21,6.709860406188737,3.3147595291535517,5.7021315545743905,2.499999631626059,Iris-virginica
+22,5.08705156506343,3.6924914905196666,1.498587843914754,0.4224408579970161,Iris-setosa
+23,4.595741009973023,3.6148713032659807,1.0000003641715498,0.20071493696170747,Iris-setosa
+24,5.390792718934614,3.8999985866625293,1.3262576666984522,0.369848318556668,Iris-setosa
+25,6.490879289980556,3.0,5.512451864882472,1.7824690875103384,Iris-virginica
+26,5.074097061113378,3.7165263922307235,1.4902566802662705,0.21089148620391196,Iris-setosa
+27,5.120105392356671,3.4911914501768377,1.4044918400496056,0.19969247642659316,Iris-setosa
+28,5.984592161425112,3.4013553274725044,4.474125504293512,1.5694842549505343,Iris-versicolor
+29,5.707201219600019,2.793840096944332,4.526886253004469,1.302845595959092,Iris-versicolor
+30,5.409827274462196,3.9,1.3044709995581172,0.41706394072672337,Iris-setosa
+31,5.95816404819419,2.701297232605668,5.154607126996951,1.5891229625710954,Iris-versicolor
+32,5.115000899441245,3.493482930270459,1.4028179833914711,0.20237458666041283,Iris-setosa
+33,5.62197203303432,2.9126617572189097,3.6833038043493946,1.304114257563732,Iris-versicolor
+34,4.9290102266180735,3.0,1.404838853991188,0.1990257972755455,Iris-setosa
+35,5.6130857622389545,3.0,4.521371043526425,1.5021548631287476,Iris-versicolor
+36,5.3122412573759386,3.698402137093994,1.4952069273185722,0.19795985245421177,Iris-setosa
+37,6.6990684961099225,3.113540134425173,4.690227459400549,1.5032075123071535,Iris-versicolor
+38,5.902090814769008,3.0,4.1555072938472035,1.4914705088325226,Iris-versicolor
+39,6.010291533258086,2.719342653093982,5.103947061666239,1.5898154715935147,Iris-versicolor
+40,7.004609111882575,3.059229739281915,5.78624877755689,2.2098347690704228,Iris-virginica
+41,4.9962187429429825,3.3860850951929486,1.630758155453983,0.3819267652401778,Iris-setosa
+42,7.734513446157754,2.5809476601078667,6.9,2.319876560806366,Iris-virginica
+43,5.316010067779186,3.697790828074424,1.4960367857193968,0.2025387708789844,Iris-setosa
+44,5.398030211209311,3.404390011993017,1.4974923365561632,0.39148958840760867,Iris-setosa
+45,7.693109290381023,2.8047343021846323,6.7062128918928225,1.9879064181139592,Iris-virginica
+46,4.4,3.2191095746360574,1.2782160676867313,0.20036959159245216,Iris-setosa
+47,6.080531266954808,2.3988441988739333,4.304880519237649,1.2333677090416286,Iris-versicolor
+48,4.893086316632479,3.096702365953216,1.5493596601243247,0.1,Iris-setosa
+49,4.596347198609846,3.593260080800954,1.0000004184977374,0.19857469016601292,Iris-setosa
+50,6.308705950283161,3.274058121938734,4.664608354896236,1.5908868199407116,Iris-versicolor
+51,5.9862208998689646,2.1942509990261594,4.9850161574129475,1.4955975234778338,Iris-virginica
+52,4.9156383048784535,2.4202707452735717,3.2334921663658553,1.0092527895405374,Iris-versicolor
+53,5.8080963665239596,2.697188020830824,4.01592971641461,0.8988113953801629,Iris-versicolor
+54,5.376775048129666,3.9,1.316606377652078,0.3678638203596587,Iris-setosa
+55,6.016318047956922,2.912965797900504,4.5020643946794925,1.4967533810322986,Iris-versicolor
+56,4.617125833908047,3.6065423127353857,1.00000038130845,0.20610530375223676,Iris-setosa
+57,5.104791637108527,3.793683560760757,1.626967163899279,0.20071943810095924,Iris-setosa
+58,5.723037815078834,3.0,4.341246327808782,1.4393524920221197,Iris-versicolor
+59,6.016365554834021,2.7088895968731244,5.037464132692698,1.5995468668936081,Iris-versicolor
+60,6.156383726536423,3.0,4.597145031944519,1.424652977252378,Iris-versicolor
+61,6.100036183233008,2.813288993346684,4.660583717906194,1.2010212801047881,Iris-versicolor
+62,5.189314867737641,2.715834455185339,3.876468397891238,1.3838711904209196,Iris-versicolor
+63,6.634992970818571,3.0,4.4869953841031585,1.4417085598709818,Iris-versicolor
+64,4.4994488917249695,2.321874394415885,1.2949334857996497,0.33552101984995675,Iris-setosa
+65,5.398737101496507,3.396678712757031,1.5387164319184423,0.3961589404355246,Iris-setosa
+66,6.271813951149183,2.2821646100447333,4.377461838444928,1.3123304630002504,Iris-versicolor
+67,4.5948891055492656,3.6154384724352666,1.0000003666792598,0.19787507147899486,Iris-setosa
+68,6.875464896657774,3.2154824256304746,5.671276311536678,2.299444052657263,Iris-virginica
+69,4.592784936219342,3.4076239404082833,1.4007836411556513,0.3705609705512511,Iris-setosa
+70,6.883026234656696,3.102180920713517,5.137982665449951,2.2991073731425287,Iris-virginica
+71,5.3074494263504075,3.7107363650836915,1.4975804307604825,0.203127024243452,Iris-setosa
+72,6.695115968027817,3.264874160269563,5.7366792496300425,2.116003955968164,Iris-virginica
+73,5.9301719121097545,3.323238916696284,4.47458656174635,1.5385775584378862,Iris-versicolor
+74,5.002473036483538,2.0,3.5187742765244177,1.0061396174665074,Iris-versicolor
+75,5.012137299286276,2.0000005032410137,3.500632288267921,0.9040408870585284,Iris-versicolor
+76,4.845413669425155,3.0,1.397804694347895,0.29055124629476403,Iris-setosa
+77,4.912487512880283,3.0,1.3998014969639112,0.1998885377299917,Iris-setosa
+78,6.099255334519438,2.6087011601380103,5.597335120671258,1.3963893226848891,Iris-virginica
+79,5.61175218166262,2.9042680961267293,3.684595679085744,1.3025260434676122,Iris-versicolor
+80,7.292390741998835,2.904617245769868,6.255946808869707,1.7895576242108242,Iris-virginica
+81,5.200922703656717,2.715305689895429,3.937225826248606,1.4112533422670093,Iris-versicolor
+82,5.9611980160103935,2.1851411025305927,4.971344472119779,1.4920267408817487,Iris-virginica
+83,5.879933498692635,3.0,4.230590926250391,1.4973103764081868,Iris-versicolor
+84,5.386713886171742,3.398454186749139,1.6432181382871793,0.19871092406593083,Iris-setosa
+85,6.080290928401401,2.5857873138452265,5.616833524986848,1.4245093576426284,Iris-virginica
+86,5.593971963424911,2.8954271373416525,3.6148098094747696,1.3053600736153677,Iris-versicolor
+87,5.98520165057117,2.719594403233317,5.102601712563692,1.603574420835933,Iris-versicolor
+88,7.210344600753355,3.0,6.149216542096068,2.091861478461569,Iris-virginica
+89,7.707584727193988,2.8060788512220096,6.712492949015857,1.989380645196395,Iris-virginica
+90,4.604853871421074,3.4057928466766647,1.403602350212867,0.29930281525002445,Iris-setosa
+91,4.832245752697842,3.3940607109591556,1.5828501990578008,0.19940663446653753,Iris-setosa
+92,5.6735249824599885,2.8792168253335495,4.042329448287166,1.288802553360023,Iris-versicolor
+93,6.846183115823061,3.092427951741326,5.065853645083003,2.2984225690865037,Iris-virginica
+94,5.369457796324607,3.402095053469735,1.494494848664355,0.38239754704702805,Iris-setosa
+95,5.134905879258609,3.7758085283894744,1.491858570204525,0.20127957139985747,Iris-setosa
+96,6.538947529989108,3.0,5.494409090095339,1.792836436707503,Iris-virginica
+97,6.362657969626171,2.881270509669304,4.321846351288202,1.2665553236000944,Iris-versicolor
+98,5.082165474148008,2.49397632693447,2.9903249789042254,1.0891187033306287,Iris-versicolor
+99,7.709839224542383,2.5863150965915187,6.9,2.302361509372967,Iris-virginica
+100,5.886531086769885,3.0,5.12648965041083,1.79751073246735,Iris-virginica
+101,6.12717326756731,2.603445416067026,5.611018092835753,1.403868765122286,Iris-virginica
+102,5.410151111607113,3.899999521959206,1.295363238609741,0.40482956836771267,Iris-setosa
+103,7.721052970706858,2.7767423022693265,6.71875477313604,2.0077175640436,Iris-virginica
+104,6.917981658082522,3.1018526137145646,5.157750624420259,2.3009487837798877,Iris-virginica
+105,6.876756258606094,3.1051045497300103,5.078887041811105,2.2988234821985696,Iris-virginica
+106,5.602154068476775,3.0,4.516606904652963,1.50617127871474,Iris-versicolor
+107,7.899998994983306,3.8033669226984497,6.408730972315468,2.0228943370005417,Iris-virginica
+108,5.652107642808127,3.0,4.534935018236235,1.498554200927509,Iris-versicolor
+109,4.908363711181882,2.372263168969825,3.334577950780638,1.014632200368082,Iris-versicolor
+110,5.995964211617601,2.1872946150528216,5.004288847492301,1.5029622898579673,Iris-virginica
+111,4.584495182413414,3.615293846010599,1.0,0.19674174282349083,Iris-setosa
+112,6.807159945937105,3.204219987446448,5.761719191622652,2.3052696172788316,Iris-virginica
+113,5.603598809504897,3.0,4.499101049717235,1.506937775585445,Iris-versicolor
+114,6.220505193160641,3.157305383447536,4.685841764827817,1.5155824594634884,Iris-versicolor
+115,5.096860346264024,3.6512746902101902,1.4865840353570086,0.3807695677723434,Iris-setosa
+116,5.797035996171989,2.709853581946127,5.077333958350763,1.8851070522485898,Iris-virginica
+117,5.712964903936748,2.9352441526344046,4.201169022202326,1.3012895713388464,Iris-versicolor
+118,6.812050710654154,3.205178336175299,5.846821181390574,2.3090220920889175,Iris-virginica
+119,6.097654266205817,3.0,4.586099876895689,1.3863461251461418,Iris-versicolor
diff --git a/iris/tab_ddpm/3/17/test.csv b/iris/tab_ddpm/3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/17/train.csv b/iris/tab_ddpm/3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/17/val.csv b/iris/tab_ddpm/3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/18/synth.csv b/iris/tab_ddpm/3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..352ad94dfd7bd667393c7633e6ec801da5c761e6
--- /dev/null
+++ b/iris/tab_ddpm/3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7965927676058704,6.370889792625905,2.003310358847713,Iris-virginica
+1,4.809793729692842,3.3986751630514083,1.5580716329731719,0.1993243280349818,Iris-setosa
+2,5.218964713944674,2.7031570773768876,3.947035258775946,1.3970368333332241,Iris-versicolor
+3,6.716853250426936,3.0888117298171593,4.679069129437557,1.4832321200647791,Iris-versicolor
+4,5.048576420884593,2.4856084699025125,3.017619860653215,1.078851501998119,Iris-versicolor
+5,5.202299745978502,3.3898516392225297,1.3898464171589349,0.20284808885837236,Iris-setosa
+6,5.684290733941155,3.7983508679615565,1.6773600091966485,0.29627965589476657,Iris-setosa
+7,4.595113922406357,3.5924781058375466,1.0000004942129967,0.1994966720965488,Iris-setosa
+8,4.606010420640536,3.6198159452741328,1.0000003828073594,0.19973334824179587,Iris-setosa
+9,7.714992104509035,2.589377200764911,6.9,2.295666901212892,Iris-virginica
+10,6.976679525668105,3.2072698913239956,5.7488102376517265,2.294137386239621,Iris-virginica
+11,5.298749325348993,3.6910601922235657,1.498793368109777,0.20354421184359256,Iris-setosa
+12,7.474774418816825,3.0,6.454450280563413,2.096569639075261,Iris-virginica
+13,5.582933943446726,3.0,4.089877759385885,1.305429568732096,Iris-versicolor
+14,6.274215836187574,2.2815720214959208,4.37609626351015,1.3068718783166058,Iris-versicolor
+15,6.5091915081561655,3.0,5.799618224683211,2.2222330961888144,Iris-virginica
+16,7.701667430546915,2.8112783125581875,6.714658009546001,1.9845207860529726,Iris-virginica
+17,6.282559187401325,2.4890503720661954,4.823950873926682,1.4924372040282456,Iris-versicolor
+18,6.820761613619844,3.199329376284386,5.746600178145434,2.290410168776158,Iris-virginica
+19,7.135208834699688,3.0223368119263143,5.7927500749076275,2.239111441100285,Iris-virginica
+20,6.011357181545702,2.192245979085235,4.984793743390812,1.4924348501787892,Iris-virginica
+21,6.879545806248642,3.2154547263588813,5.725917193422389,2.2872980195851444,Iris-virginica
+22,6.709986213501143,3.286165616753672,5.680605732655884,2.4999995094151526,Iris-virginica
+23,5.7170310726769955,3.798487545834276,1.6712003607897299,0.2963353165756065,Iris-setosa
+24,5.527633421475401,2.4488830461158813,3.749517029421873,1.018378756736104,Iris-versicolor
+25,6.450592184449173,2.922108551734004,4.301564982982872,1.3116248185904724,Iris-versicolor
+26,5.388567534957578,3.3960841990064576,1.4944405086221442,0.4037378430174414,Iris-setosa
+27,4.807369987229345,3.4008628875150597,1.5836706710178514,0.1997019761631823,Iris-setosa
+28,6.494526126527235,3.0,5.801394685894773,2.2002127213829183,Iris-virginica
+29,7.7091443786410325,2.82989409964542,6.701185355931637,2.012617162608866,Iris-virginica
+30,6.955725920822959,3.112461664771338,5.095863113957713,2.298248969282883,Iris-virginica
+31,6.671715658847192,3.3050758723639984,5.720433771812407,2.5,Iris-virginica
+32,5.960291103258419,3.2455719453938783,4.50296897512826,1.552784662746538,Iris-versicolor
+33,6.3091259572680425,2.506169945868748,4.908637904956123,1.5077840524689463,Iris-versicolor
+34,5.868119798646248,3.0,4.202024951907179,1.4906353803833055,Iris-versicolor
+35,5.511544489667433,2.601993508938917,4.433654779527656,1.2021826650678924,Iris-versicolor
+36,6.549031718353967,3.2039858472946805,5.124703769356326,2.039190503391672,Iris-virginica
+37,6.0226063267863035,2.7040147328984694,5.0628383831753485,1.586560004140968,Iris-versicolor
+38,4.794443217549421,3.390748842960152,1.6608751608074455,0.2017290846225266,Iris-setosa
+39,5.186437297580328,2.703452685103562,3.8848671326989352,1.398241835421718,Iris-versicolor
+40,4.817654950041069,3.391313078042055,1.7334235284997526,0.20230608175405732,Iris-setosa
+41,6.480254048314907,3.0,5.5185813582732255,1.8172058101137445,Iris-virginica
+42,6.324919120382489,3.3770924278355148,5.613059686662747,2.396471344751347,Iris-virginica
+43,5.098481390869267,3.510806272807247,1.4012027321166918,0.19559566472542206,Iris-setosa
+44,7.033962334514692,3.0,5.842508559920355,2.122534053552221,Iris-virginica
+45,4.806160150116455,3.4025877814386716,1.514177102052121,0.19934623359514697,Iris-setosa
+46,5.79619768488405,2.7149989275225375,4.101843713594159,0.9521897587193631,Iris-versicolor
+47,4.7950553355002725,3.0,1.4017374656141888,0.2956829678299018,Iris-setosa
+48,4.804793979915944,3.398143087714416,1.6695772507160789,0.2006565473851179,Iris-setosa
+49,6.692323653617321,3.0747869692094296,4.673325904514742,1.4927148419571743,Iris-versicolor
+50,5.591000163325271,2.4743824865935995,3.8623665570987176,1.0436541763034113,Iris-versicolor
+51,4.898390075067559,3.0,1.4006713020612016,0.1996881382156755,Iris-setosa
+52,5.1236700824641535,3.7080881288209135,1.7049984551198771,0.38699096768687324,Iris-setosa
+53,4.603161529757303,3.605050762597804,1.0,0.2046687236377919,Iris-setosa
+54,4.980800358601088,2.0,3.5190373578428837,1.0214073292040076,Iris-versicolor
+55,5.168564329304372,2.699571146027668,3.8624101965116915,1.4037497949953346,Iris-versicolor
+56,6.806625142798908,2.805895356864682,4.789778502716585,1.4013010402017934,Iris-versicolor
+57,5.6375264924046995,2.8946040430694118,3.754802430369227,1.3059585987955313,Iris-versicolor
+58,4.600652417487154,3.6299413179058195,1.0,0.1976836129842714,Iris-setosa
+59,4.995366000135528,3.634494003055247,1.407267813621895,0.19778196109784857,Iris-setosa
+60,6.809550838711817,2.7998933466364737,4.800619536165069,1.3966353980683581,Iris-versicolor
+61,6.018654771120901,2.9268060072827966,4.49332282597464,1.4776635204826423,Iris-versicolor
+62,5.228746978658619,3.4067172367867813,1.4034196179690024,0.19916912121209693,Iris-setosa
+63,7.712749833239279,2.6053014592297172,6.9,2.3013308923657685,Iris-virginica
+64,6.301983285490549,2.2959000168006556,4.409375091106772,1.3037352171581702,Iris-versicolor
+65,4.806638145980454,3.0,1.4068493215131863,0.10000010525888703,Iris-setosa
+66,4.400000459830185,2.9079794538617953,1.3956299382984545,0.20174469785321442,Iris-setosa
+67,6.598666288961709,3.0,4.412091177983192,1.4074581549904197,Iris-versicolor
+68,6.809190691554722,3.1711160409048786,5.833510657131564,2.300998062403348,Iris-virginica
+69,5.099950211020122,3.701001495868531,1.497674869539112,0.40103460407326,Iris-setosa
+70,6.3199178732456796,2.900861817101949,5.594129656916523,1.7971760450514922,Iris-virginica
+71,6.694896198591691,3.0747686586770553,4.70712700281257,1.5029589614009067,Iris-versicolor
+72,6.674567539981322,3.292365137372613,5.717541459367549,2.4999994492281106,Iris-virginica
+73,6.431779041911995,2.911948553314167,4.32470980077838,1.31209213683074,Iris-versicolor
+74,6.030598177765193,2.250668830988981,5.027881299438905,1.5115040166393443,Iris-virginica
+75,7.686354336971501,2.7981911635376977,6.706037506705565,1.991577832324434,Iris-virginica
+76,6.882605826391795,3.2013576765304044,5.719989047403161,2.294823864988293,Iris-virginica
+77,7.698760363491304,2.802657800346198,6.688332782093475,2.0095576944122335,Iris-virginica
+78,5.101296444432313,3.4897372870734062,1.3905396835930364,0.29808571965542874,Iris-setosa
+79,5.885758514960113,3.0,5.0921684353871655,1.7829632005693015,Iris-virginica
+80,6.2931911320260285,2.291879046683277,4.407058853234449,1.2816429538950564,Iris-versicolor
+81,4.400000541663865,3.194809878678292,1.267935866412999,0.1978339041019973,Iris-setosa
+82,6.494735062415744,3.2120152203595613,5.095133241553998,2.007215349962511,Iris-virginica
+83,6.708437455468012,2.4916019723662357,5.929032635310653,1.7993857822812647,Iris-virginica
+84,5.49338527914972,2.610374462430295,4.422091435652534,1.2174058740270062,Iris-versicolor
+85,5.458322952716255,2.59743840533048,4.395450771438547,1.1928347574323301,Iris-versicolor
+86,4.618808699014745,3.6255587957167106,1.0,0.19374836392611877,Iris-setosa
+87,6.503122039398955,3.2032471297831573,5.102097735092353,2.0276646596296515,Iris-virginica
+88,6.7235258574507855,3.2823200699101136,5.730359085280368,2.1036672620920767,Iris-virginica
+89,4.873438369568713,3.079916000802884,1.493068351356751,0.10000009617564684,Iris-setosa
+90,5.490846618441112,2.586425411839549,4.365007378848205,1.1972181489458267,Iris-versicolor
+91,5.7904532013596555,2.708335623278029,4.118288849859681,1.0413723101012033,Iris-versicolor
+92,5.091979680079893,3.501855220629047,1.4021405257356414,0.19706766497003622,Iris-setosa
+93,4.400000519375542,3.176685939669571,1.294834923946254,0.1948616486366327,Iris-setosa
+94,5.889831428048353,3.0,4.218261003849975,1.4999915214499484,Iris-versicolor
+95,5.070830568192167,2.4862437471793193,3.055210772656947,1.071528474696504,Iris-versicolor
+96,5.798078082232573,2.7125342763499347,4.123747167191824,0.9626959999566616,Iris-versicolor
+97,4.50670897881198,2.2828514948424172,1.2997165540331268,0.2955639385371336,Iris-setosa
+98,5.619028026637786,3.0,4.07211443412186,1.294652179659375,Iris-versicolor
+99,4.4934136400636255,2.2737548666127116,1.286040977593046,0.292694050668802,Iris-setosa
+100,4.891092542492295,3.13182269042392,1.4912148477844298,0.10000009957508893,Iris-setosa
+101,4.994834539279478,2.000000485610293,3.352136388493702,0.9830679128846922,Iris-versicolor
+102,5.758814192494243,2.69078647361588,5.084261788881697,1.8887407201891655,Iris-virginica
+103,6.273879784533377,2.9029112927214897,5.592661104979869,1.8127891907014695,Iris-virginica
+104,6.487120303539254,3.0,5.791892399692008,2.1997814736680112,Iris-virginica
+105,5.788110112037264,2.698837237288004,4.113290255301014,0.9804499884038911,Iris-versicolor
+106,5.6575654958875585,2.8939425215949077,4.098569319149444,1.291844588878993,Iris-versicolor
+107,6.2926658492307155,2.9060819723690114,5.603389709445449,1.832394508054684,Iris-virginica
+108,5.11074099282416,3.699109802975209,1.571018146596204,0.405214188824416,Iris-setosa
+109,6.899684710364547,3.193872724067656,5.758661136329178,2.3140317975260363,Iris-virginica
+110,4.4,2.9146088648855764,1.3869424432881292,0.19947828490009575,Iris-setosa
+111,6.012717787901967,2.197448839739489,5.019504394085633,1.4966967838517713,Iris-virginica
+112,4.803601582612322,3.0,1.4014411640539524,0.1,Iris-setosa
+113,5.876125089310092,3.0,5.096050047086387,1.814898201576753,Iris-virginica
+114,7.276079292360795,2.883933234918046,6.26349726695071,1.7943618640690868,Iris-virginica
+115,6.304024619535647,2.9047056675374834,5.597397264831375,1.8035099335153257,Iris-virginica
+116,5.824570974301575,2.6994059711312093,4.197403468559606,1.0136595642953614,Iris-versicolor
+117,4.4,3.1773464726911156,1.3092874335203653,0.20127631419555275,Iris-setosa
+118,6.702992309067879,2.500589985006578,5.834177820219833,1.810351140468443,Iris-virginica
+119,5.062338894342405,3.507694492241073,1.3954976996054125,0.197359830563558,Iris-setosa
diff --git a/iris/tab_ddpm/3/18/test.csv b/iris/tab_ddpm/3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/18/train.csv b/iris/tab_ddpm/3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/18/val.csv b/iris/tab_ddpm/3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/19/synth.csv b/iris/tab_ddpm/3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e9d80e2f80bf692cd4f9c2be2f16125b5a55989e
--- /dev/null
+++ b/iris/tab_ddpm/3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.123337273240851,2.6048031958084246,5.604788147827845,1.39904557596769,Iris-virginica
+1,5.103399752536032,3.5042284852127166,1.3872217807992426,0.3099749405441825,Iris-setosa
+2,7.318977149975169,2.887121086441812,6.304908557450226,1.7933579793718368,Iris-virginica
+3,6.500341216700754,3.0,5.481576583012979,1.8072457691186643,Iris-virginica
+4,7.679583488172919,2.617556756734142,6.9,2.2988874579310705,Iris-virginica
+5,6.518620811982854,3.0,5.503391096101587,1.8461827346590352,Iris-virginica
+6,5.119751737800518,3.4720896899342746,1.414168078564199,0.29160397411940664,Iris-setosa
+7,6.488940410357821,3.0,5.492605785973382,1.8047822191230707,Iris-virginica
+8,6.786629365702749,2.80412353571361,4.851275689064902,1.4095494752367386,Iris-versicolor
+9,6.302190003149643,2.8798279472667283,5.616226991432399,1.7993558567735044,Iris-virginica
+10,4.903098162823241,3.106139094091415,1.7328317755337732,0.10000009088542441,Iris-setosa
+11,6.018867105285683,3.3896479816319136,4.48957052511548,1.6125278384008304,Iris-versicolor
+12,5.57058061333263,2.444015211961353,3.7409207961711557,1.0680877465545238,Iris-versicolor
+13,6.025592898507761,2.6918044578038507,5.080102564791998,1.5808025206538994,Iris-versicolor
+14,7.7142667900252535,2.799308492199881,6.721173453918526,2.0251369127762517,Iris-virginica
+15,5.083468891973627,3.5069529244121376,1.3955813587909407,0.1997699554027303,Iris-setosa
+16,6.076780696427655,3.0,4.5855100302639356,1.3922337389687318,Iris-versicolor
+17,5.746131445091296,2.699747160555428,5.068691731266005,1.8991622749080295,Iris-virginica
+18,6.412358638997745,2.900139568244368,4.3312905256960015,1.3072297373276376,Iris-versicolor
+19,6.717271108369413,3.3000020203592366,5.699407954889556,2.499999604673261,Iris-virginica
+20,6.271582789977648,2.9072665411385645,5.607437059001098,1.7939004429587802,Iris-virginica
+21,6.097433381655991,2.593042612800863,5.612825356434834,1.4052829331897936,Iris-virginica
+22,5.420400370193308,3.8999995809085495,1.312789412871506,0.375231914259331,Iris-setosa
+23,4.906178845443095,3.0,1.396599717905381,0.19649835802804697,Iris-setosa
+24,7.299823653957263,2.9047028140927873,6.324783230648494,1.7763763796883631,Iris-virginica
+25,7.272310049349328,2.911405572820302,6.235134319969099,1.80989102039636,Iris-virginica
+26,6.297586328220796,3.4055143448630862,5.595813546270532,2.400193186449196,Iris-virginica
+27,5.570162371991595,2.6514125340226204,4.439754808389099,1.2194110335214816,Iris-versicolor
+28,5.826006892859047,2.7085766836680376,4.049529246957869,1.0096055460840216,Iris-versicolor
+29,6.694195161828471,3.318071103129125,5.699038961036196,2.5,Iris-virginica
+30,6.670606382673516,3.29401962829371,5.678710317937919,2.1516241980215702,Iris-virginica
+31,7.676031802908895,2.610089056962468,6.899998805594924,2.2917731593889323,Iris-virginica
+32,6.01364011382942,2.2101110537386943,5.005955440439413,1.498952050169459,Iris-virginica
+33,4.606975602243004,3.6099547415747475,1.0,0.19810898224533663,Iris-setosa
+34,6.937996273078938,3.2023847323729373,5.69056656625137,2.2996275338429966,Iris-virginica
+35,5.079466146080984,2.5004612297185274,2.8970436773536283,1.091425510944211,Iris-versicolor
+36,6.8001785228522165,3.0,5.459408509916955,2.1487140785620498,Iris-virginica
+37,5.010420988092091,3.5886244127671287,1.401091675584161,0.20052498916001585,Iris-setosa
+38,6.473089127682078,3.0,5.538509847673611,1.8016133104179821,Iris-virginica
+39,5.693446645173828,3.78818615442442,1.660476768266492,0.29629746283739306,Iris-setosa
+40,6.184291619030596,2.1864136386397455,4.521034898461762,1.5057071937636741,Iris-versicolor
+41,6.2905145386279635,3.389012889035953,5.629381159869294,2.40036218916738,Iris-virginica
+42,5.1101820904405235,3.4996194075499036,1.3958795956004153,0.2959982467275859,Iris-setosa
+43,5.642505879499547,3.0,4.485732278435357,1.5020279379077237,Iris-versicolor
+44,5.900558758956097,3.0,4.246736955755045,1.5042637716556417,Iris-versicolor
+45,5.401545290736559,3.4065650582717306,1.6992333181182335,0.20001057504955044,Iris-setosa
+46,5.012245486000824,3.4003964079119817,1.6489701555756184,0.3574577504306554,Iris-setosa
+47,5.212756671802732,3.4030724821261242,1.3998426406125226,0.19712764789385573,Iris-setosa
+48,4.60654483016642,3.4007694464512452,1.4033079655754548,0.3161188224269235,Iris-setosa
+49,5.814799637920562,2.703834401456511,4.0749110802878725,0.9686236254214879,Iris-versicolor
+50,7.696548580867489,2.5993232062040206,6.8999987485328855,2.3434651695164352,Iris-virginica
+51,6.838784274734721,3.0,5.514420362864363,2.0929849233009925,Iris-virginica
+52,4.606655104186919,3.5884798881472584,1.0000004088604288,0.20464915710728648,Iris-setosa
+53,5.626443755059977,3.0,4.478250745384767,1.493945280427358,Iris-versicolor
+54,6.807263873415948,2.780434253047611,4.817244691593937,1.3991387112003042,Iris-versicolor
+55,6.705402047417903,2.507394701385482,5.799088513379759,1.7896702615282285,Iris-virginica
+56,4.499954043297143,2.306437959865583,1.2871504737482193,0.29917540438488177,Iris-setosa
+57,5.997445240622883,2.871270338548536,4.532017538417137,1.504531733113815,Iris-versicolor
+58,5.522639153831134,2.604041059989062,4.4088980358619025,1.2237119991958323,Iris-versicolor
+59,4.789451140470458,3.379957959123012,1.7260607046812246,0.20002229164622523,Iris-setosa
+60,6.396630115577686,2.89410701327386,4.31024769254983,1.2912351030132243,Iris-versicolor
+61,7.9,3.8072194689195107,6.4453805163625315,2.0271509855775776,Iris-virginica
+62,6.2976084746053225,3.310672894913516,4.720339749407386,1.601496626868507,Iris-versicolor
+63,5.083872342789751,3.500815593669539,1.3906087418544057,0.19808368950074784,Iris-setosa
+64,7.140290122634363,3.0,5.970917869455484,2.0966836202786925,Iris-virginica
+65,7.9,3.7728897449876335,6.389031299355049,2.013416205299219,Iris-virginica
+66,4.923088744250793,2.3984469950493743,3.232831795745331,0.9857559359685197,Iris-versicolor
+67,5.095352767724421,3.4878675081473296,1.4000927325602732,0.1995546051229612,Iris-setosa
+68,6.132223229950515,3.0,4.614611493762959,1.4536012794764561,Iris-versicolor
+69,5.6796268323034536,2.7900514507850436,4.511256872274501,1.3023425723924402,Iris-versicolor
+70,6.911044215992774,3.1119839811158356,5.081084765778482,2.300477497935686,Iris-virginica
+71,6.308551495304075,2.454911402457791,5.014300608664098,1.9009490962501763,Iris-virginica
+72,6.0026347215961176,3.402030397699591,4.510675078555868,1.5963788087974669,Iris-versicolor
+73,7.628839482264674,3.0,6.63502033568036,2.1009042143325787,Iris-virginica
+74,7.707619738547387,2.805829453168311,6.682761680130271,1.9902363070828681,Iris-virginica
+75,4.876380492519997,2.3981737114700725,3.2213079079416334,0.9637265157279578,Iris-versicolor
+76,5.607222790916919,3.0,4.1514270858349995,1.3072053844961664,Iris-versicolor
+77,7.302824785615335,2.8856383662982235,6.279445048388448,1.7886122039250973,Iris-virginica
+78,5.582351854413506,3.0,4.061683496982339,1.3044480196912047,Iris-versicolor
+79,5.650833306021001,2.8768147778289395,3.9043544670970607,1.2843194355452765,Iris-versicolor
+80,6.5061453650665415,3.0,5.793041570718961,2.1962649788861195,Iris-virginica
+81,6.095752782206916,3.0,4.606140228192561,1.412260387695907,Iris-versicolor
+82,4.896264525595068,3.093509032336312,1.4991705699875493,0.10000010475036852,Iris-setosa
+83,4.930445033127001,2.429229117340454,3.1357305326044402,1.0125625193779035,Iris-versicolor
+84,5.726410636048332,2.865515128089743,4.360798534640954,1.2789368536735126,Iris-versicolor
+85,4.613534429766719,3.6029334983651697,1.0000003696183326,0.19967998253012909,Iris-setosa
+86,5.293911462057256,3.687688675361947,1.5566810620748557,0.20113571525838583,Iris-setosa
+87,5.2066968386727925,2.7154701852641008,3.96799102798583,1.397585318048529,Iris-versicolor
+88,6.054547638238825,3.0,4.539143709134822,1.4345413422314772,Iris-versicolor
+89,5.586303827562775,2.4703349611598537,3.8643596979818735,1.082300480962083,Iris-versicolor
+90,6.71151250783902,3.30720839971051,5.709674611579478,2.5,Iris-virginica
+91,5.351763886986211,3.4136252984566275,1.5398792754376027,0.4099120662810763,Iris-setosa
+92,5.629980535728191,3.0,4.512008228904008,1.4964488479337488,Iris-versicolor
+93,5.656297718207221,2.6411818197130956,4.323699158277698,1.1485902757128204,Iris-versicolor
+94,6.946547855328626,3.2111265069005066,5.677926368088783,2.305557448473245,Iris-virginica
+95,6.697780437233919,3.1069513947126226,4.669352840040399,1.494101044916592,Iris-versicolor
+96,5.774649646544424,2.714157413575767,5.112558573855271,1.8887196119565537,Iris-virginica
+97,4.4,2.8942626041445054,1.4003218844008454,0.2028345925983974,Iris-setosa
+98,5.545657961224282,2.4611949367607395,3.76729767838394,1.063426197287931,Iris-versicolor
+99,4.4,2.90918284217605,1.4025094682484607,0.20027994505548166,Iris-setosa
+100,5.072690412708501,3.534081296192617,1.3993463692417427,0.1996227825643635,Iris-setosa
+101,6.014837667626133,2.686095176772158,5.123495487732708,1.6121879376337636,Iris-versicolor
+102,5.0963201190811365,3.800442624452537,1.7419250429055273,0.20076656495055056,Iris-setosa
+103,6.104651240343646,2.6094620500569357,5.595687197346816,1.3886007197926418,Iris-virginica
+104,5.4644003372830365,3.9,1.3049341818695088,0.4409896463663519,Iris-setosa
+105,5.893538972791181,3.0,4.130671905135421,1.5070082512947682,Iris-versicolor
+106,5.092349004589872,3.586769576940045,1.4303473976034362,0.34079724548806933,Iris-setosa
+107,7.597065555649314,3.0,6.609304582392144,2.091054242438144,Iris-virginica
+108,7.32465938696284,2.8825777194990008,6.351481712330417,1.8020786619911782,Iris-virginica
+109,4.98400397951052,2.0,3.3212119019047694,0.9390753982551552,Iris-versicolor
+110,4.915524486606674,3.1191150866873456,1.4946028911267857,0.10000010222995802,Iris-setosa
+111,5.256366228156984,3.6595061083476392,1.4913439701205329,0.19950757590370793,Iris-setosa
+112,7.132695919798828,3.0,5.967320162894256,2.109703029350466,Iris-virginica
+113,6.303482074421676,2.2925756931943058,4.3805577631210335,1.3064902162681418,Iris-versicolor
+114,4.9985651756264105,3.597230229464857,1.3993498148005314,0.20092777677361043,Iris-setosa
+115,7.9,3.795191656088787,6.397358812672616,2.0057579310037434,Iris-virginica
+116,5.963659240880629,2.8874553662336764,4.5019495206227145,1.503256194452024,Iris-versicolor
+117,7.289797675013459,2.8911223852201644,6.302375878144092,1.7946749669228312,Iris-virginica
+118,4.761477930640404,3.0,1.395355587426526,0.2985834905190099,Iris-setosa
+119,4.500610574655706,2.306041017594554,1.3004788511864172,0.29523820793359506,Iris-setosa
diff --git a/iris/tab_ddpm/3/19/test.csv b/iris/tab_ddpm/3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/19/train.csv b/iris/tab_ddpm/3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/19/val.csv b/iris/tab_ddpm/3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/2/synth.csv b/iris/tab_ddpm/3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8b27d6a7228e2728a45f6d1d72b0ee5d19bde38
--- /dev/null
+++ b/iris/tab_ddpm/3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.106643923174294,2.6065120117798473,5.584111085003305,1.4103753187600976,Iris-virginica
+1,4.597070970650909,3.624347119975485,1.0,0.201534940430657,Iris-setosa
+2,6.527171706863255,3.0,5.51316156935425,1.8024967796007365,Iris-virginica
+3,6.817369537501855,2.7833159857593257,4.78338692382536,1.3950369193016048,Iris-versicolor
+4,6.294899446209616,3.392578491100644,5.626239558299002,2.3928812101835195,Iris-virginica
+5,6.325760770598939,3.2976748712587134,4.7065075104940854,1.6030307617544928,Iris-versicolor
+6,4.897161954766529,3.0,1.394979614357445,0.19966058607593537,Iris-setosa
+7,4.804230253310202,3.378503354919809,1.5003405560869136,0.1973321702253359,Iris-setosa
+8,7.705040610401377,2.593136314953372,6.89999887440202,2.2925795393780914,Iris-virginica
+9,5.728449975120845,2.839506446423883,4.514804811600313,1.3197380990681709,Iris-versicolor
+10,5.125686680100532,3.694768372306476,1.5489814046260553,0.40448588467949165,Iris-setosa
+11,6.512601436066604,3.0,5.507479974960069,1.795518656898951,Iris-virginica
+12,5.712840194582188,2.976604095925467,3.842984737716973,1.346810879706018,Iris-versicolor
+13,6.310547172322044,2.902204984307834,5.581998737213413,1.798694661626012,Iris-virginica
+14,5.784719872261594,2.6961669965517174,5.099127585019997,1.913724274758493,Iris-virginica
+15,5.720609586170095,2.8373800859323843,4.380309829991307,1.3002519032238502,Iris-versicolor
+16,6.090500613518367,2.5850637412859445,5.615339276356289,1.401207349446947,Iris-virginica
+17,5.3252783746949195,3.6950078859934385,1.4993532247776689,0.19978735178771348,Iris-setosa
+18,7.716885568694515,2.6060978822485796,6.9,2.3083915419722616,Iris-virginica
+19,5.096355850134034,3.6794156331254615,1.4867228721014945,0.4161246473566628,Iris-setosa
+20,7.718909574957502,2.5926844707848087,6.9,2.300146468980124,Iris-virginica
+21,6.277023255758834,2.8963222879315516,5.589186393238817,1.8074036191025924,Iris-virginica
+22,6.015428565783313,2.190860971101126,4.9834106395811535,1.5078760617017481,Iris-virginica
+23,6.295204085691311,3.3886627835643592,5.598600371902066,2.4046901516492953,Iris-virginica
+24,5.589295621553249,2.5146970234820283,3.9058204299938355,1.099706412225231,Iris-versicolor
+25,5.099541690553074,3.7255772142099866,1.6216520822102292,0.3319553067919772,Iris-setosa
+26,7.704367999054245,2.8028652563259393,6.689112489995433,2.021073683041698,Iris-virginica
+27,5.398221357117435,3.402031078744976,1.8404603599820746,0.20098342587180099,Iris-setosa
+28,5.102139111848905,3.701266573478921,1.4995807498254048,0.4039971853092331,Iris-setosa
+29,5.601673883606722,3.0,4.117805465708599,1.3016656663991115,Iris-versicolor
+30,4.4,3.219083220529071,1.2916161661686616,0.18927288937150255,Iris-setosa
+31,4.590681330977879,3.3941410666395493,1.3861446493774534,0.3028984013599125,Iris-setosa
+32,5.542854539053331,2.4089320198990873,3.806132224082293,1.0083663051239473,Iris-versicolor
+33,4.901737310768752,2.4274079412165244,3.363463236024753,1.0215895582991064,Iris-versicolor
+34,7.706546322568452,2.588896275895004,6.9,2.2969777810420164,Iris-virginica
+35,5.633843863606654,2.91266628361571,3.7050865291413975,1.3066219937523285,Iris-versicolor
+36,4.912947055770122,2.3976533396270527,3.2733880267052573,1.0056457687430573,Iris-versicolor
+37,7.9,3.801981628419575,6.391656405711106,2.0211100199962004,Iris-virginica
+38,6.66240754226064,3.014422346171078,4.510014803007623,1.4376072956758141,Iris-versicolor
+39,5.402492595354593,3.403342961703462,1.4979040432905426,0.37590174560903655,Iris-setosa
+40,5.694652123865308,2.9032204949538527,4.165619896862818,1.3033462611170896,Iris-versicolor
+41,5.398823310781209,3.9,1.3090002633617541,0.3753375042823882,Iris-setosa
+42,7.564416190273259,3.0,6.558021560364153,2.086434654516102,Iris-virginica
+43,6.309709021635133,3.294027124053092,4.695119841052279,1.5816016432221272,Iris-versicolor
+44,5.629431096556511,2.8893691660804004,3.754887400946816,1.3047969495966822,Iris-versicolor
+45,4.917964029176169,2.4161080490446207,3.4196992539394424,1.0251018950110864,Iris-versicolor
+46,6.007837936526977,2.657277412956019,5.116723296042707,1.5841942275410594,Iris-versicolor
+47,6.193253317143903,3.3529558327636817,4.621434297210318,1.627762989043777,Iris-versicolor
+48,6.829881112463884,3.11301025834275,5.210421299196904,2.292507602485212,Iris-virginica
+49,4.7927985947097556,3.0,1.400128854925827,0.2978384953719031,Iris-setosa
+50,5.72044378048512,2.8421242341980575,4.13661179593843,1.2570611687081479,Iris-versicolor
+51,5.394853400455141,3.89999963142122,1.287547104481269,0.3377846607202655,Iris-setosa
+52,4.795879211994175,3.407043820838793,1.5418160473458777,0.20225694490830834,Iris-setosa
+53,5.023085957134379,2.000000560485619,3.566674754577177,1.015141318568911,Iris-versicolor
+54,5.407339210851809,3.4037036119584987,1.662015486127368,0.19659747582728476,Iris-setosa
+55,6.4989987816559704,3.0,5.8285905839191265,2.201208521886451,Iris-virginica
+56,5.3243990714480525,3.6963831117072226,1.4955837736314799,0.1991569396476109,Iris-setosa
+57,5.768422406900618,2.689165232612759,4.134338085231208,1.0477160115116233,Iris-versicolor
+58,5.183061908180385,2.7004449979994876,3.873887035474881,1.398857358318642,Iris-versicolor
+59,6.806843199630277,3.216900934575025,5.875974679308853,2.3062456505641973,Iris-virginica
+60,7.032777343391532,3.0,5.976194595120902,2.1368386238630803,Iris-virginica
+61,5.702562893065927,3.0,4.443099441694856,1.501159574622736,Iris-versicolor
+62,6.350169370351513,3.2720068724073355,4.706884465287078,1.5724372263811577,Iris-versicolor
+63,6.010146840221047,2.7193964435776423,5.105338715524617,1.6037547146241051,Iris-versicolor
+64,5.435741035095113,3.9,1.3184941604843852,0.48993670916236964,Iris-setosa
+65,4.4,2.923341679443207,1.394851585364938,0.20074686827069366,Iris-setosa
+66,5.8404860370004235,2.9201093478058446,4.548016291666923,1.4909558492183825,Iris-versicolor
+67,5.959938913777743,2.886276894339521,4.557317502416452,1.5092251168652673,Iris-versicolor
+68,6.254056898813099,3.324535957871457,4.69635584257812,1.5857676194300796,Iris-versicolor
+69,6.883050112065781,3.2049973382615953,5.6932132777634425,2.3096511139286764,Iris-virginica
+70,5.177804368400254,3.447219180146525,1.4021090908922755,0.238672714724274,Iris-setosa
+71,6.000726344943532,3.3886195418064635,4.490610878907972,1.6113217906434083,Iris-versicolor
+72,5.838017509320396,2.69337244349941,5.104171990601106,1.9025855655651072,Iris-virginica
+73,5.609819878406048,2.9002856942555013,3.573013441522971,1.304686704318826,Iris-versicolor
+74,6.807900946256546,3.0,5.423462218941393,2.123725143042087,Iris-virginica
+75,6.285981049033655,2.8739860804156425,5.6107719191082905,1.802654680146623,Iris-virginica
+76,5.175664154556899,2.691951080424521,3.844190293739926,1.388896064610745,Iris-versicolor
+77,5.609315913860608,2.8955030081501163,3.5778951691729355,1.306743421139046,Iris-versicolor
+78,4.502886453904695,2.301549163796757,1.2831704382913545,0.29535001679170225,Iris-setosa
+79,6.096591995319471,2.609337297159746,5.599260794347759,1.395705405853778,Iris-virginica
+80,5.001441299163106,2.00000067971557,3.4500119951232384,0.9934483767946953,Iris-versicolor
+81,6.666227123304183,3.0148567442995287,4.626483614660826,1.4673352227863423,Iris-versicolor
+82,4.602357319343665,3.597897193347972,1.0,0.20293048274425868,Iris-setosa
+83,5.570995871379335,2.457873702598066,3.808086583980136,1.087896839628404,Iris-versicolor
+84,4.612968261906429,3.3876185702332084,1.378278453864972,0.2986532127675092,Iris-setosa
+85,6.5043298599406985,3.1854586326283725,5.125821448955037,2.012161121462916,Iris-virginica
+86,5.588168294290988,3.0,4.0840566348656715,1.3085775059657452,Iris-versicolor
+87,5.619230436910561,2.898596747825048,3.7193735692171095,1.3061781011068792,Iris-versicolor
+88,6.809350370351211,2.790038031459861,4.7829025566974925,1.3989649335128136,Iris-versicolor
+89,6.697115189683644,3.292293930544158,5.6778898848450075,2.093551176769427,Iris-virginica
+90,5.543611792291453,2.4928135290574973,3.8124875420414375,1.0635123703146798,Iris-versicolor
+91,4.907142362637688,2.4044264619587454,3.4419757017662493,1.0124615136961819,Iris-versicolor
+92,5.219578450992113,3.397457215200132,1.3877533490665601,0.20092165287121289,Iris-setosa
+93,5.987370306422096,2.6961439459282346,5.07310677150508,1.5703341110894282,Iris-versicolor
+94,6.445049973072882,2.913248699191705,4.29231510335471,1.305453921108055,Iris-versicolor
+95,6.017610886953198,2.695495330419284,5.037376872705473,1.5845972922008174,Iris-versicolor
+96,6.061089802835685,3.0,4.580388118687212,1.4077616308568002,Iris-versicolor
+97,5.989872398825735,2.2036192164729638,5.040029002525337,1.4959801769496537,Iris-virginica
+98,4.60194549534235,3.6054849764554473,1.0000003740587102,0.1912915762362618,Iris-setosa
+99,5.21427501620667,2.6871194093706925,3.893653119974052,1.3968724446556018,Iris-versicolor
+100,5.696081527308563,2.8161255756411188,4.486522130759683,1.3027113956798888,Iris-versicolor
+101,5.57094363866871,2.4747260610098194,3.9107121709132775,1.0815411094291396,Iris-versicolor
+102,5.5880268502555746,3.0,4.4971092686403455,1.4957506052377596,Iris-versicolor
+103,6.64879184950985,3.0,4.465756626704114,1.4307085836415816,Iris-versicolor
+104,5.802224502699443,2.7034034186879583,4.095975601792694,1.013717671420984,Iris-versicolor
+105,5.784477839884738,2.738556142521142,5.103460439086156,1.891334172665217,Iris-virginica
+106,4.4,2.9212338366663806,1.3886133020586962,0.19537192665604924,Iris-setosa
+107,5.086428034631541,3.7981198852624214,1.5040970001960683,0.19968852472661675,Iris-setosa
+108,5.8084350279701225,2.693726988577745,4.061025715376942,1.0522265572528866,Iris-versicolor
+109,5.425039736462582,3.4062427529556536,1.499531105279511,0.4274750263042786,Iris-setosa
+110,5.413650045453799,3.401458040251977,1.502257848208788,0.38739560242169635,Iris-setosa
+111,7.712074585817911,2.606775162978142,6.9,2.297195362691682,Iris-virginica
+112,6.024248397469252,2.9111517039971373,4.492624916351026,1.4950278762325286,Iris-versicolor
+113,5.513344173223927,2.601184652209022,4.418336310975909,1.2086194906170917,Iris-versicolor
+114,4.782211706590422,3.0,1.4026014191730136,0.31855821057077754,Iris-setosa
+115,4.4,2.87325544988353,1.3959991857743452,0.20100548092634604,Iris-setosa
+116,5.2208292982306235,3.406390630651097,1.3966761738308255,0.20470530592327613,Iris-setosa
+117,6.706138810764518,2.5142084360980235,5.788600041744964,1.782655905679146,Iris-virginica
+118,6.083117467038755,2.6058505843132145,5.588904077586318,1.4022245859957372,Iris-virginica
+119,5.324124716051617,3.6941858638106537,1.5028188942650293,0.20108236342751118,Iris-setosa
diff --git a/iris/tab_ddpm/3/2/test.csv b/iris/tab_ddpm/3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/2/train.csv b/iris/tab_ddpm/3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/2/val.csv b/iris/tab_ddpm/3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/20/synth.csv b/iris/tab_ddpm/3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6effb3bfe6e5f6763ffe3d1ce93b1bf6987e7308
--- /dev/null
+++ b/iris/tab_ddpm/3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.27940963368443,3.3142092644231287,4.667357553349058,1.6259352891241734,Iris-versicolor
+1,5.204665474732864,2.6940602083882923,3.890733250080512,1.3984676870551571,Iris-versicolor
+2,6.487790374999939,3.144705010431836,5.235430078194475,1.957473178223691,Iris-virginica
+3,6.8046286153864175,3.150202275697402,5.755515905171653,2.259150441490498,Iris-virginica
+4,5.209988465047004,2.7075389788775324,3.9237096536160405,1.4001808470873138,Iris-versicolor
+5,7.707636176450697,2.6107811085545496,6.9,2.3088325498273146,Iris-virginica
+6,5.596163288828852,3.0,4.12363175165782,1.3075652859925084,Iris-versicolor
+7,6.689087931821087,3.3108797128266625,5.702872510458116,2.4999996323456424,Iris-virginica
+8,5.614370100423476,2.9218220970411264,3.7182758414727646,1.3064551940334146,Iris-versicolor
+9,5.3980028207318,3.403677872476501,1.5074507376157014,0.40451927173594027,Iris-setosa
+10,6.5162656025280565,3.1916508855187478,5.1111260660517095,2.0114733180975763,Iris-virginica
+11,6.503187690913907,3.214515512853846,5.131379194727011,1.9782022642629764,Iris-virginica
+12,4.992474219994696,2.0000005694175367,3.4497402883801755,1.0482333247741398,Iris-versicolor
+13,5.738365467593454,2.8360982615370465,4.485878856717837,1.3098881975109666,Iris-versicolor
+14,5.930210047317338,3.0,5.147611427275641,1.811175821907511,Iris-virginica
+15,4.5007544006900275,2.3037328341590295,1.2900347722902756,0.30880893188964026,Iris-setosa
+16,6.249664643769609,2.4026413364666257,4.983757702737092,1.836283785072869,Iris-virginica
+17,5.988152037437575,2.7180632393931896,5.107864643088,1.6079981440962168,Iris-versicolor
+18,6.7901038150487745,3.2069361188257894,5.872640062442522,2.2901536446779085,Iris-virginica
+19,6.279463644370564,3.3949059637941192,5.606282382775847,2.403752212533746,Iris-virginica
+20,5.71372419778154,2.8897477749310303,4.136173565143907,1.2965025855716716,Iris-versicolor
+21,5.098903042900462,3.7069846667157105,1.4992906170369258,0.43195444260387394,Iris-setosa
+22,5.623330854935751,2.475790272842488,3.8934543975560323,1.0482975216791781,Iris-versicolor
+23,4.9023467352973515,3.0937692297126373,1.4910450892128133,0.10000009051798331,Iris-setosa
+24,4.927180877529741,2.453395509777944,3.3680779876621063,1.0213656385942185,Iris-versicolor
+25,6.088298212476846,2.8103326546155922,4.692763257570644,1.212905910975197,Iris-versicolor
+26,6.794983444929698,3.0,5.432553374336719,2.153877018124697,Iris-virginica
+27,4.4,3.1983872303252836,1.2939700351389627,0.19908407498045666,Iris-setosa
+28,5.19775709559909,3.405316687838307,1.400674834549003,0.20168032776258135,Iris-setosa
+29,6.4829740603638335,3.1761721528989666,5.108036812806247,1.997995786552427,Iris-virginica
+30,6.147108946142135,3.013479865027002,4.633349839697385,1.4543443938774268,Iris-versicolor
+31,5.8350055859996415,2.781168723076651,5.105944789806721,1.8923371109526033,Iris-virginica
+32,6.1970380060539885,2.191756805577269,4.492768175295313,1.5019888799712935,Iris-versicolor
+33,6.680550474373836,3.3147818452195703,5.6716240389568915,2.0913986589932367,Iris-virginica
+34,7.613351580660667,3.0,6.597432924833857,2.0950837188346827,Iris-virginica
+35,5.103429841926961,3.798200701866255,1.526072094475904,0.20095968167227848,Iris-setosa
+36,5.386136627101545,3.8999996444513396,1.2857484916107187,0.3534969289107155,Iris-setosa
+37,7.6824830723120545,2.6061751560772755,6.899998796982835,2.3051894135042965,Iris-virginica
+38,5.946556056340407,3.0,5.0335689576816645,1.7688841754210023,Iris-virginica
+39,6.317171882802452,3.399886952865168,5.590234312914877,2.40690234775215,Iris-virginica
+40,6.693117675163623,3.2985873796405043,5.733095739224273,2.499999600443143,Iris-virginica
+41,5.5445971600804675,2.432813114123288,3.7478059085744246,1.0236698749368385,Iris-versicolor
+42,6.048897838451568,3.0,4.567527503009674,1.3883151822219426,Iris-versicolor
+43,5.99703935234649,3.0,4.459735435248749,1.3821417019230071,Iris-versicolor
+44,6.154439562417299,2.808192530076355,4.585260071135304,1.236658460964735,Iris-versicolor
+45,6.006068178397002,3.411711203724787,4.515291287625613,1.6024149801296013,Iris-versicolor
+46,4.978871821428849,3.6267470395860744,1.4040300274435862,0.19921558964300345,Iris-setosa
+47,5.824648419198236,2.714682620078843,5.099794170520257,1.894832821172644,Iris-virginica
+48,4.4,3.234351864599896,1.3060154306186376,0.1956042411478679,Iris-setosa
+49,5.409397612594356,3.400799392205985,1.5412458482442115,0.3921717766404028,Iris-setosa
+50,6.500513075081417,3.0,5.516538181340694,1.7967586218107274,Iris-virginica
+51,7.700422715287174,2.5976355429026543,6.9,2.3103742490829564,Iris-virginica
+52,6.321189379713411,3.388503443899068,5.607856085364178,2.4045006225921757,Iris-virginica
+53,5.997915580056146,2.7082466079915912,5.061442863736752,1.6045349781979201,Iris-versicolor
+54,5.782127582045165,2.6981405986686005,5.110595683730112,1.8983283172871823,Iris-virginica
+55,4.782107951520264,3.39258671150742,1.5889559748328583,0.19786312106588705,Iris-setosa
+56,6.114203626282317,2.6036102955899665,5.598975967076672,1.4190889817075605,Iris-virginica
+57,5.431754997147579,3.3937779489908584,1.7082727781130722,0.20136091439965273,Iris-setosa
+58,7.63395321464753,3.0,6.592357638550088,2.07791309141992,Iris-virginica
+59,6.8095750358249845,3.1990668159518294,5.890932472790364,2.300483518287463,Iris-virginica
+60,6.567661530413489,3.0,4.387075235413503,1.3843345706895653,Iris-versicolor
+61,6.7053482118605485,3.297635847839018,5.704700849683718,2.5,Iris-virginica
+62,5.0301405159057415,3.3819079299955854,1.5044381481738267,0.4057175994234361,Iris-setosa
+63,6.306781493154621,3.32590302625492,4.723692037001538,1.6116151266228833,Iris-versicolor
+64,6.511263239911636,3.0,5.474004202759539,1.8221883600849755,Iris-virginica
+65,6.097196413830053,2.6047001869636057,5.5974415764236864,1.4009007947085736,Iris-virginica
+66,7.468816638339087,3.0,6.429769965821574,2.0885656883729964,Iris-virginica
+67,6.794964327573224,3.0,5.503058936796579,2.1163418039143878,Iris-virginica
+68,5.1892558615630415,3.403548472025303,1.39788079334113,0.199586631638691,Iris-setosa
+69,5.483032970857562,2.3985532213100806,3.7013345349675104,1.0109444023810679,Iris-versicolor
+70,7.708741574243941,2.5654105037531107,6.9,2.307619596186517,Iris-virginica
+71,5.611238552136412,2.892341512541211,3.642111656770398,1.300829517533307,Iris-versicolor
+72,4.902167043655241,3.101816123001023,1.4968456696329235,0.1,Iris-setosa
+73,6.118504482271764,2.797495070823933,4.711243217640902,1.188621206333269,Iris-versicolor
+74,5.029565597443409,3.3808460699518355,1.4972355452416846,0.3835698781198295,Iris-setosa
+75,6.474342736295504,3.0,5.84777466619203,2.2094663277597513,Iris-virginica
+76,7.697173655329721,2.8054933642693327,6.702251648742127,2.002697574790625,Iris-virginica
+77,4.795456886077975,3.0,1.3793361721716735,0.1,Iris-setosa
+78,5.608939109796487,3.0,4.457065322572881,1.5033563461187054,Iris-versicolor
+79,6.9020143879953535,3.2175994656566176,5.691910914928629,2.311134266221171,Iris-virginica
+80,6.690823667915203,3.094035423270864,4.670569009868652,1.4854006312740953,Iris-versicolor
+81,5.99660942998164,3.3755059430437164,4.476049646022524,1.6004136731676435,Iris-versicolor
+82,6.302230218522524,2.5086384935368384,4.990221633763727,1.9159022775510692,Iris-virginica
+83,5.647702210200228,3.7867034903740424,1.5292739087396712,0.2977031539445893,Iris-setosa
+84,5.59441234616403,2.6709273300648344,4.474930739532226,1.2304323414091292,Iris-versicolor
+85,7.678810097978599,2.7810439517256693,6.677083508049465,1.9784005974616587,Iris-virginica
+86,4.600839537951907,3.604305322548264,1.0,0.20129139243647579,Iris-setosa
+87,5.910057667869626,3.0,5.068348055934279,1.8259237494314582,Iris-virginica
+88,4.895499276975853,2.40956439282116,3.4410661434036047,0.9770644370421679,Iris-versicolor
+89,5.19745554261804,2.6930405052398814,3.863350111567807,1.3894343784740937,Iris-versicolor
+90,6.802314185470856,2.8027123947467594,4.800349522046506,1.4067239145550972,Iris-versicolor
+91,5.332196481912121,3.711861365000255,1.57528420127863,0.19434679548511358,Iris-setosa
+92,6.6764860900010135,3.2835536881442504,5.71029709815859,2.5,Iris-virginica
+93,7.140792296431074,3.0,6.020609267894276,2.04039619844591,Iris-virginica
+94,7.011907398132255,3.127758777540406,5.487168842748905,2.289016903083098,Iris-virginica
+95,6.91917177364574,3.092338415595269,5.10928280434893,2.303750141394731,Iris-virginica
+96,4.601128067425018,3.392098409344738,1.3729110241440385,0.29270992522036937,Iris-setosa
+97,6.23593239091566,3.3203856152975537,4.6745545899880545,1.616397710313362,Iris-versicolor
+98,5.806064495470046,2.7053273258819077,4.1185871981237385,1.0347070559180043,Iris-versicolor
+99,5.9063267001479876,3.0,4.177545769716681,1.4977759399436472,Iris-versicolor
+100,5.909540243825125,3.0,4.2040402197120095,1.5032544913093293,Iris-versicolor
+101,5.604540787239802,3.0,4.507115974704806,1.5056417846753207,Iris-versicolor
+102,6.95365641542787,3.0,5.827718550017324,2.14176813105393,Iris-virginica
+103,6.126590327828143,2.579378422041046,5.58836578528604,1.415806436466136,Iris-virginica
+104,4.796652968547212,3.0,1.3992907891066897,0.2993056049786925,Iris-setosa
+105,6.708443541440494,2.4666622118063932,5.805758126466413,1.7963409497508516,Iris-virginica
+106,4.9937601172914805,2.0,3.5196551233528304,1.0135993195070356,Iris-versicolor
+107,7.254284295961353,2.8609475029335205,6.249989784673978,1.8097926799877122,Iris-virginica
+108,5.897410538502725,3.0,5.100309329097082,1.8075816141234695,Iris-virginica
+109,5.287675718023037,2.4087673593575323,3.3217245047818595,1.0045235901630054,Iris-versicolor
+110,6.044988904707151,2.9378503673243053,4.528794236306326,1.4987476306659406,Iris-versicolor
+111,5.2093679268653394,2.6976391685896366,3.896285476966682,1.3994226422131635,Iris-versicolor
+112,5.498278058550232,2.6080789513975438,4.41611045578757,1.208090226135764,Iris-versicolor
+113,5.60025399771847,2.9023168671833006,3.7072383944111604,1.2865450429384333,Iris-versicolor
+114,5.516764841360112,2.5560628826062577,3.8200764906681344,1.2140031331976597,Iris-versicolor
+115,6.3148117266951305,3.4161905935569723,5.602795441545112,2.347863336603187,Iris-virginica
+116,6.271930239786437,2.2821589375288296,4.370484128254042,1.2834647305129188,Iris-versicolor
+117,5.679651870644148,3.7909561570853634,1.7877429433964285,0.29878606672715535,Iris-setosa
+118,6.013938930369952,2.688381174207864,5.089290088202747,1.556012850872198,Iris-versicolor
+119,5.6154207958414695,3.0,4.080224577230659,1.3017516330454444,Iris-versicolor
diff --git a/iris/tab_ddpm/3/20/test.csv b/iris/tab_ddpm/3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/20/train.csv b/iris/tab_ddpm/3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/20/val.csv b/iris/tab_ddpm/3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/21/synth.csv b/iris/tab_ddpm/3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..575a1a5f562f47c79abacfaf67624224766fb822
--- /dev/null
+++ b/iris/tab_ddpm/3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.516591625186686,3.079028596398076,5.324703762202389,1.9523519671539542,Iris-virginica
+1,5.720780216592439,3.787624596575059,1.5216147277486274,0.29566865892486643,Iris-setosa
+2,6.009393704796109,2.690330216290032,5.051605863661239,1.5973453466169125,Iris-versicolor
+3,4.4,2.9063152586448817,1.3960915088317176,0.19855434690311213,Iris-setosa
+4,6.700517559976802,3.2772444164452708,5.7317882618511335,2.5,Iris-virginica
+5,7.275684253763275,2.9064332121345657,6.27842595256033,1.8026777436860466,Iris-virginica
+6,4.817037094592586,3.376554686111562,1.511108902330679,0.20082887583770034,Iris-setosa
+7,7.697204921778009,2.780624110845686,6.705920671683051,2.014077737004194,Iris-virginica
+8,5.2158303286059065,3.401392891250636,1.3770650307199932,0.19942559533283039,Iris-setosa
+9,5.034752185356867,3.4065117355035874,1.7034601139322783,0.4138852045134531,Iris-setosa
+10,5.741768844966152,2.7478356907392816,4.177492760896722,1.0568191320187406,Iris-versicolor
+11,5.7219348660119325,2.807396590553193,4.488705193536231,1.2908815447460078,Iris-versicolor
+12,6.860083087696079,3.1040292243221588,5.152607366501248,2.298248788000332,Iris-virginica
+13,5.896850485566952,3.0,5.129886999051709,1.788840911067961,Iris-virginica
+14,6.426044429893939,2.8948271053987984,4.318146804853681,1.3028273166037725,Iris-versicolor
+15,6.8079239850941,3.0,5.531092094222024,2.091891785210388,Iris-virginica
+16,6.8063010425163215,2.788847657731098,4.777479448515399,1.395620552942279,Iris-versicolor
+17,4.892522372309044,2.3989042298729992,3.365122442741963,0.9517022805338178,Iris-versicolor
+18,5.188807246034333,3.3924151946782755,1.3843247970005814,0.19927041219161387,Iris-setosa
+19,7.589044636097713,3.0,6.58950761960877,2.0979564383820803,Iris-virginica
+20,4.895419728283647,3.106912762443506,1.5861991202958345,0.10000010292036382,Iris-setosa
+21,6.774426111255879,3.1108052969521847,5.118389583445433,2.255799705185253,Iris-virginica
+22,5.964796887658319,2.9171099202484227,4.4822882244186815,1.500293171677159,Iris-versicolor
+23,4.794064606307452,3.0,1.390749197452941,0.29729207649145906,Iris-setosa
+24,5.419306309420888,3.9,1.297865913213947,0.361574879604088,Iris-setosa
+25,5.105443799131452,3.693900440158691,1.6180879531302808,0.4388606336673419,Iris-setosa
+26,4.897224448266638,3.110193715901141,1.4919000036457137,0.1,Iris-setosa
+27,7.70497512011276,2.6019146151885244,6.899998703424917,2.281533447001139,Iris-virginica
+28,6.316518513045259,3.402395915226661,5.621417331519055,2.4009931140736147,Iris-virginica
+29,5.973781312576023,2.9270550352612017,4.465180108901291,1.5068482204870677,Iris-versicolor
+30,4.400000517388354,2.9091150708521085,1.3808889214669682,0.19865304888425844,Iris-setosa
+31,5.562116030860666,3.0,4.5053681463769015,1.4960977524866308,Iris-versicolor
+32,6.305243576219569,3.387715554822504,5.603623098611045,2.399704561929299,Iris-virginica
+33,4.791697437361616,3.400321205395613,1.6993395339269937,0.18767886598707528,Iris-setosa
+34,5.0172489296761,3.4039735091700285,1.5983447563119868,0.3779245257399902,Iris-setosa
+35,5.188765291080716,3.3944474286596824,1.3712054971644263,0.19805537108824506,Iris-setosa
+36,6.097016683515606,2.7963502093190447,4.687210345968927,1.201667670215693,Iris-versicolor
+37,5.78820298174247,2.7033185577146885,5.061736646626229,1.9165635176315288,Iris-virginica
+38,5.304766075811765,3.719935982169873,1.5901377976028268,0.20123381276577224,Iris-setosa
+39,6.892952311225489,3.1863095939264694,5.735569831415719,2.2925824700872997,Iris-virginica
+40,4.895917282385984,3.0920674416219036,1.496648038499987,0.1000001032933268,Iris-setosa
+41,6.289553158192911,2.3053936859814503,4.4020372025850625,1.290312151402779,Iris-versicolor
+42,5.644018213569863,3.793689089142857,1.6008203298129366,0.29053997403696125,Iris-setosa
+43,5.5073394138652265,2.5845164244132417,4.342893092382922,1.1885430935403798,Iris-versicolor
+44,6.803825142082189,3.0,5.51293757923969,2.0991242718570278,Iris-virginica
+45,6.388057059975372,2.8976812748342327,4.283947699593597,1.3055192875032762,Iris-versicolor
+46,5.132865595188419,2.5001951361269907,2.9445058433272724,1.084247920063699,Iris-versicolor
+47,5.101976012491185,3.7950765658851857,1.5934500021771973,0.20087800202198594,Iris-setosa
+48,7.700454147154997,2.8071188075040183,6.710292261828288,2.029402192387636,Iris-virginica
+49,6.29622542885046,2.5032971330958063,5.002580700998814,1.911727596150801,Iris-virginica
+50,4.884658264362523,3.0,1.396892670657707,0.2015828889002665,Iris-setosa
+51,5.876267354415687,2.9327510244463695,4.4561089075926095,1.4090434184436187,Iris-versicolor
+52,5.681430694339738,2.7795425903556223,4.482963518916218,1.2966997879100506,Iris-versicolor
+53,6.317557392252022,3.2968566535832657,4.698398221295146,1.5718390384142427,Iris-versicolor
+54,4.600215279604532,3.5960415460595794,1.0,0.20252870505066545,Iris-setosa
+55,7.313231201400587,2.8920244100778527,6.3072260009075585,1.7698927882809108,Iris-virginica
+56,4.905444189392602,2.3920676003530947,3.2681813497302463,1.015860221678374,Iris-versicolor
+57,4.506911058151817,2.294087041613115,1.3123720533214864,0.36203468967138364,Iris-setosa
+58,4.495130793058154,2.3370036199972613,1.2926868507923859,0.29835763578799124,Iris-setosa
+59,5.099223020213688,3.707367890743502,1.4929243460990849,0.39583721094787894,Iris-setosa
+60,6.291949346862923,2.5107975923541304,5.024728915082565,1.9179280840498991,Iris-virginica
+61,4.895663537819715,3.0,1.4049938133438304,0.2024810360262675,Iris-setosa
+62,4.916920443229774,2.4366294635140697,3.402047039148277,1.0022830518800065,Iris-versicolor
+63,6.368886803957724,2.9433325537095043,5.535289007134888,1.8015445362019074,Iris-virginica
+64,5.05476032898768,3.4037040727188637,1.5201189006184055,0.4404877813030839,Iris-setosa
+65,5.522200717106869,2.4054402177000713,3.696792277386598,1.0241623902376613,Iris-versicolor
+66,6.312176087523061,3.397105426753929,5.605859675109051,2.3993083524651535,Iris-virginica
+67,6.086275759611842,3.0,4.581430276163529,1.4052029696527903,Iris-versicolor
+68,6.053399842874478,3.3838395737584923,4.536355701375039,1.6117021929507795,Iris-versicolor
+69,4.899177544524162,3.0926186852153603,1.6121925787525742,0.1,Iris-setosa
+70,5.019732538184222,3.5931677369967256,1.4036674445928319,0.20407506500518646,Iris-setosa
+71,5.002422107061023,3.407530878058604,1.8782669795178926,0.36790778245580413,Iris-setosa
+72,6.258063692794334,2.2929409271895276,4.3919928489173214,1.3160627801474623,Iris-versicolor
+73,6.5651386387416855,3.233344785387706,5.440617723454701,2.0310401022136246,Iris-virginica
+74,6.1695504192075425,3.3393264601031016,4.627383428248934,1.6134028508181235,Iris-versicolor
+75,6.040123030534465,3.0,4.591564346547443,1.3958130778462412,Iris-versicolor
+76,6.682853209905297,3.285428351725053,5.714190880323068,2.4999994982300877,Iris-virginica
+77,6.984304818241332,3.2400042438692367,5.685322996923453,2.308692330436135,Iris-virginica
+78,7.290823254242475,2.912693204270942,6.234629035208618,1.800628832727024,Iris-virginica
+79,6.903240002527605,3.101309865795739,5.069130381147531,2.3063413614929424,Iris-virginica
+80,7.598688856194855,3.0,6.601622845446133,2.092264961782312,Iris-virginica
+81,6.31718064962891,2.917992911403595,5.582710216754413,1.8433389352066614,Iris-virginica
+82,6.882698341488441,3.105314075253495,5.092891527669947,2.2847920395976935,Iris-virginica
+83,7.706620904652909,2.5991719198816607,6.9,2.307472840153754,Iris-virginica
+84,7.899998336085271,3.7978637252611076,6.323582492128459,2.007106204659797,Iris-virginica
+85,5.831754573293037,2.695822427123749,5.0850510858067715,1.8915969770694199,Iris-virginica
+86,5.616272674524639,3.0,4.049863207607591,1.2858414797591973,Iris-versicolor
+87,6.29330856732934,2.3026614887614074,4.392736661843069,1.2879709104990475,Iris-versicolor
+88,5.7062277850466385,2.9068022829675373,4.056716653920068,1.3020363385097027,Iris-versicolor
+89,6.7958756710290755,3.0,5.500357838328738,2.083507163824853,Iris-virginica
+90,6.399087310666283,2.8943881690421396,4.319690384259461,1.2978207484853923,Iris-versicolor
+91,4.81576480733008,3.0,1.4004124407885348,0.3013540417302568,Iris-setosa
+92,5.192476808587064,2.698120321536238,3.9080773956597827,1.400595989171291,Iris-versicolor
+93,4.89975478677284,3.122604093573139,1.5005987719688894,0.1,Iris-setosa
+94,5.506886139423325,2.454543561081457,3.779936169803494,1.0357880129099712,Iris-versicolor
+95,4.900612807580709,3.1038968500687574,1.611243812463783,0.10000010013538899,Iris-setosa
+96,5.002396907948881,3.4114764456208286,1.579695678498674,0.3977899100353266,Iris-setosa
+97,6.773766140763309,3.189522126977399,5.970709734738837,2.3051076724816864,Iris-virginica
+98,5.479190424849101,2.361039007739716,3.6976251909453492,1.0120384320278202,Iris-versicolor
+99,6.088954696585104,3.0,4.585731390457078,1.3968027737731714,Iris-versicolor
+100,4.7965284178034935,3.0,1.3763262872715094,0.31430940435973653,Iris-setosa
+101,6.7108006084687855,2.5010965634206515,5.838821389092602,1.7994655595846045,Iris-virginica
+102,6.692443444731028,3.2772401728454574,5.690571338169802,2.5,Iris-virginica
+103,6.31665791945998,3.407138753388865,5.5738188296459725,2.396120931669697,Iris-virginica
+104,6.799819429712923,3.0,5.5071315220150545,2.0919506888038795,Iris-virginica
+105,6.301259186366537,2.881796012037121,5.58419923695173,1.7557623636569195,Iris-virginica
+106,7.31557166543256,2.902656741629128,6.336614857830339,1.8131934361973854,Iris-virginica
+107,5.373139705746209,3.9,1.2903504483538935,0.39240418872435545,Iris-setosa
+108,7.1195140926639535,3.0,5.930413507499912,2.0920841285792036,Iris-virginica
+109,5.626915548315215,2.5076985503675617,3.9412959975455966,1.1202249472857015,Iris-versicolor
+110,6.022582671510036,2.707262064753458,5.06032929746294,1.586651917036758,Iris-versicolor
+111,6.307699420465639,2.4184414221877546,4.896542113049712,1.4973059923084817,Iris-versicolor
+112,5.375385743014605,3.9,1.315455505499123,0.4410588062685179,Iris-setosa
+113,5.8282770440068745,2.7181944271368974,5.109691687400703,1.8830653491785376,Iris-virginica
+114,5.9934394875896,2.9538869610414786,4.43821224231513,1.4937060557688353,Iris-versicolor
+115,5.397761821883291,3.3973301271487104,1.720657611990811,0.2017332954911058,Iris-setosa
+116,4.8230597280718,3.0,1.4003174715194242,0.3036501025636849,Iris-setosa
+117,5.383771241539305,3.39637105148747,1.5431303100904472,0.42280718957603824,Iris-setosa
+118,4.4,2.9138728679506203,1.3780611451471994,0.20287944773581265,Iris-setosa
+119,4.800324753164681,3.0,1.3901997905469667,0.29781251379814144,Iris-setosa
diff --git a/iris/tab_ddpm/3/21/test.csv b/iris/tab_ddpm/3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/21/train.csv b/iris/tab_ddpm/3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/21/val.csv b/iris/tab_ddpm/3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/22/synth.csv b/iris/tab_ddpm/3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7f55228ba6deea65cb4c26f408fc44d2b9b93050
--- /dev/null
+++ b/iris/tab_ddpm/3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.11263828746146,2.6004332798397183,5.5970117472933225,1.398297860454685,Iris-virginica
+1,5.971587849236534,2.8842704376496133,4.511020886733635,1.496677840621093,Iris-versicolor
+2,5.411415221145757,3.400163819132647,1.5534524305090427,0.473252230897801,Iris-setosa
+3,5.575991576664229,3.0,4.541604854559699,1.4962508150907752,Iris-versicolor
+4,6.283459683267443,2.3045199330586152,4.37891617683711,1.286370351919464,Iris-versicolor
+5,7.298409421326253,2.8951009388096036,6.287416637281869,1.7922149809105634,Iris-virginica
+6,5.132172100866474,3.717838466970868,1.5650236631038166,0.397874951798575,Iris-setosa
+7,5.703308730150307,3.8014846485739215,1.810952415176411,0.31936409641898267,Iris-setosa
+8,6.123492864889609,2.8086022987552,4.68117751759743,1.190920139651871,Iris-versicolor
+9,7.673157431355896,2.598144094299582,6.9,2.2992138363335,Iris-virginica
+10,6.0034457344717245,2.883539939477675,4.536390504932112,1.4982345040555671,Iris-versicolor
+11,5.802665174790771,3.0,4.287314106162951,1.4990114072887324,Iris-versicolor
+12,5.714080260783856,2.7903426998056653,4.491183872380987,1.3016734589248118,Iris-versicolor
+13,6.108816560912117,2.6003283472316285,5.604341509318098,1.393514883328838,Iris-virginica
+14,5.116490682391759,3.500504677799129,1.3904541198326728,0.29932802281323256,Iris-setosa
+15,6.002736671870464,2.693056067530844,5.192359957879016,1.5909832182049954,Iris-versicolor
+16,4.888032050553019,3.0713393865231553,1.4906202606078596,0.10000009109505972,Iris-setosa
+17,6.709783596044096,3.1019850556097004,4.677198313609579,1.5033031134372863,Iris-versicolor
+18,6.585005378571971,3.0,4.385769563586172,1.3964506745918677,Iris-versicolor
+19,5.627159777299777,2.5258107074845637,3.958121642521906,1.116841480736236,Iris-versicolor
+20,6.543624069169242,3.0,5.494241438711674,1.8465609593709176,Iris-virginica
+21,5.193967318226924,2.7023096186606588,3.920492527465491,1.4090102198541987,Iris-versicolor
+22,7.592467186319583,3.0,6.582883867541045,2.119714913359173,Iris-virginica
+23,6.514735051010208,3.1871937449163172,5.0818944734254226,2.0007956763728965,Iris-virginica
+24,5.196317079393701,2.4846252080438327,3.1212506151112094,1.0889234872176567,Iris-versicolor
+25,6.0084437177089836,2.727007082637287,4.9066242456505815,1.5311080464123545,Iris-versicolor
+26,7.327447191392734,2.9052162763581517,6.314348238931578,1.8200864914637853,Iris-virginica
+27,4.800033825281465,3.0,1.376487283331232,0.10000012331035532,Iris-setosa
+28,7.899998988170076,3.800409088329242,6.461002534585819,1.9988761897495007,Iris-virginica
+29,4.593867393693019,3.4017980923038458,1.3807637598012419,0.2995417046676849,Iris-setosa
+30,6.687471869399756,3.0937937675569884,4.675134168410303,1.4980963760030876,Iris-versicolor
+31,5.718152906950687,2.8028226525132465,4.51499122783782,1.316599358707964,Iris-versicolor
+32,6.175546836216222,2.556002480235103,5.0105670042489665,1.5317308819676625,Iris-versicolor
+33,5.390960104106087,3.4024989715495035,1.6552879070483735,0.2011372922057458,Iris-setosa
+34,6.721823544209066,3.287384008716527,5.71536053252508,2.1046208514537463,Iris-virginica
+35,5.579369349034793,3.0,4.072627290219666,1.292943573923614,Iris-versicolor
+36,5.587962591433509,2.90532506149144,3.5686488618109675,1.304632639240917,Iris-versicolor
+37,7.2451964059935605,2.9371309094237703,6.209528806432854,1.895354047409309,Iris-virginica
+38,6.903561438011607,3.0958848681724564,5.090455255236707,2.2943135145255047,Iris-virginica
+39,5.119112767815462,3.775259143820132,1.49681084811778,0.20005042077274873,Iris-setosa
+40,5.625936657422491,2.5287019019917185,4.041164552877314,1.1100951450329901,Iris-versicolor
+41,5.945475094594919,2.938489402974673,4.477998996347733,1.491144179170639,Iris-versicolor
+42,6.432102368431539,3.2252258836446663,4.701248301914382,1.5758231370309674,Iris-versicolor
+43,6.03530213289513,2.97106369551353,4.580337427157326,1.349627142047942,Iris-versicolor
+44,6.011013064612283,2.718676801926899,5.0662798151054735,1.585468242471071,Iris-versicolor
+45,5.754988192364379,2.873276304186835,4.302227412226711,1.3039279943014768,Iris-versicolor
+46,5.3375772914832185,3.4036636307887553,1.4738535738656122,0.20057967592953366,Iris-setosa
+47,6.193196887998173,2.2044930645649408,4.516942763182501,1.4942109219405963,Iris-versicolor
+48,6.304130562201595,2.4318321101727753,4.838045984372181,1.498509127669488,Iris-versicolor
+49,6.114464007123144,2.599817233994731,5.584554313198308,1.3946913941293402,Iris-virginica
+50,6.012578335836057,3.3886193788907164,4.533744080125286,1.588781894805558,Iris-versicolor
+51,6.287687177482487,3.391807004616055,5.628989940224588,2.3977035184854376,Iris-virginica
+52,6.243893785103837,2.432520957786219,5.018363843198848,1.8376038848057574,Iris-virginica
+53,5.348786457358522,3.9,1.3490593469746108,0.37505023417720884,Iris-setosa
+54,5.2110432261088535,3.395893854183755,1.3846324974091853,0.19779151569965853,Iris-setosa
+55,6.303781517925068,2.489313921487671,4.998161256363257,1.90499806108125,Iris-virginica
+56,5.922756652714416,3.0,5.09222864266238,1.8104932973383,Iris-virginica
+57,4.90243260110545,3.0,1.3947971085891302,0.19965449921890996,Iris-setosa
+58,6.060365651973014,2.840859632650692,4.600912502220689,1.2879456521784032,Iris-versicolor
+59,6.676364716667763,3.3171738658794867,5.696666075970977,2.4999996211477598,Iris-virginica
+60,6.3138541323681086,2.907114017325204,5.582894245957962,1.7939274149431093,Iris-virginica
+61,5.9092728241909285,3.0,4.197325824723831,1.5035546755241653,Iris-versicolor
+62,5.097757771545755,3.796630907677524,1.4990267555797199,0.20204291201206687,Iris-setosa
+63,7.698102998501682,2.597304256558793,6.899998934718428,2.3037670788020677,Iris-virginica
+64,6.710175978693895,3.2964614277739024,5.70591751773644,2.0961030188798917,Iris-virginica
+65,6.293235123420911,2.4835391412727024,4.991981714717543,1.9115934436188795,Iris-virginica
+66,6.690390773372235,3.2915578068232723,5.704448772186877,2.4999994491440467,Iris-virginica
+67,5.99030838207961,2.6961809908147947,5.0987868903085865,1.5972828052384462,Iris-versicolor
+68,4.614754254517779,3.405003800396573,1.4045025323886093,0.33387667812596117,Iris-setosa
+69,5.3414180400019395,3.7263286564219547,1.5018221086775778,0.2046229160832104,Iris-setosa
+70,6.147146136176094,2.577074787448148,5.021136989861864,1.5251939601786857,Iris-versicolor
+71,4.506959798942843,2.3344163617768614,1.2961291283306164,0.29995531354403293,Iris-setosa
+72,6.4335278526998465,3.0,5.782037587348605,2.0811830541967957,Iris-virginica
+73,4.4,2.932425338350736,1.3694249736039956,0.19846881689372592,Iris-setosa
+74,5.517201083889238,2.4295279828596814,3.7246975210562603,1.01695143635331,Iris-versicolor
+75,4.816269757294611,3.0,1.4028922459219557,0.10000010313015628,Iris-setosa
+76,6.7873117425697655,2.798905087631458,4.820958480239362,1.3945494801647764,Iris-versicolor
+77,7.164349249361846,3.0577923833590686,6.09941864681486,2.2061856043063512,Iris-virginica
+78,5.359856790470838,3.4055707894854774,1.6139036434074598,0.35573839962422793,Iris-setosa
+79,4.4,3.2007136019700932,1.2770561303933456,0.1984885871364223,Iris-setosa
+80,5.012858271906394,3.5874298276855794,1.4012533803684337,0.20135348555403162,Iris-setosa
+81,5.678842699995828,2.8415246096917133,4.460865982913381,1.3072137883358765,Iris-versicolor
+82,6.804424336668918,3.202331286117402,5.8356225847786884,2.32085239656433,Iris-virginica
+83,4.589801975341504,3.595549345170074,1.0000003635107046,0.19635014465115838,Iris-setosa
+84,6.331507805238645,2.5068447859571616,4.884582851173157,1.4877397667803576,Iris-versicolor
+85,7.899998573216788,3.7855044037430177,6.40896865158269,1.9936113814657666,Iris-virginica
+86,5.7444415530922655,2.8755760257442784,4.196346123848673,1.268243134823346,Iris-versicolor
+87,6.914888658677296,3.2166345100797695,5.732719564821975,2.2970069115454446,Iris-virginica
+88,6.714125701186459,2.502635334778333,5.807640300388504,1.8093413109237446,Iris-virginica
+89,5.6220343439207054,2.9020635676031556,3.6477102628252367,1.3034881498726092,Iris-versicolor
+90,4.820532359927087,3.0,1.3763656041467007,0.10000009538188503,Iris-setosa
+91,6.700321925049308,3.1133919188423906,4.699306398177968,1.500370576993072,Iris-versicolor
+92,5.891143254309904,3.0,4.201714505822996,1.495693682437964,Iris-versicolor
+93,4.504851319827263,2.3094547784045494,1.294171604906538,0.37809027787375776,Iris-setosa
+94,6.493506880865203,3.0,5.492047327397557,1.8287233813671087,Iris-virginica
+95,5.794724885115303,2.6845879954744807,4.108556752773802,0.952531130249852,Iris-versicolor
+96,4.749813382866321,3.0,1.4018826620729818,0.3154130806543499,Iris-setosa
+97,5.103592767343382,3.724338987581752,1.5329604150176306,0.2826750380926547,Iris-setosa
+98,6.827329960466075,3.0,5.349800896898614,2.2073015310833055,Iris-virginica
+99,6.10784053121052,3.0,4.5823575210750995,1.397676429082301,Iris-versicolor
+100,6.827465592277387,3.0,5.504012502608669,2.112786930327319,Iris-virginica
+101,4.797231927922725,3.0,1.4005507420016101,0.1,Iris-setosa
+102,4.6025631870640735,3.5833288192058523,1.0,0.2060107749515514,Iris-setosa
+103,5.879300109068748,3.0,4.233537472514526,1.5000136912316109,Iris-versicolor
+104,5.406933880058931,3.9,1.2992029077849292,0.3252085140634292,Iris-setosa
+105,6.022180944340331,2.9996674924438396,4.583684271490349,1.3766206454920544,Iris-versicolor
+106,6.31294623969933,2.472778535891769,4.887410057337831,1.4975755061876521,Iris-versicolor
+107,6.6916078330937845,2.4650038965999457,5.813933836775204,1.8151703774320407,Iris-virginica
+108,5.591815906019765,2.9810267388243465,3.8807757745333755,1.3003007216833362,Iris-versicolor
+109,4.9162957176232345,2.397837460979514,3.2793077343239494,1.0131347445299026,Iris-versicolor
+110,6.514815986482998,3.0,5.796031062674569,2.2142297731122427,Iris-virginica
+111,5.3968915475497115,3.9,1.2927013634944005,0.4409787434925788,Iris-setosa
+112,7.298867856675676,2.901629093004813,6.332304427623133,1.810594470994319,Iris-virginica
+113,6.8518879416576715,3.191922127112579,5.752283492202538,2.292270107755557,Iris-virginica
+114,7.899998477325095,3.8077217923808258,6.352159587069962,2.0157532266684606,Iris-virginica
+115,6.912085630988081,3.1931170052870965,5.696157470674473,2.299602337384267,Iris-virginica
+116,6.6633178164368605,3.3401665276758097,5.697279884666495,2.1100066783836477,Iris-virginica
+117,5.512741389805317,2.6151943465734195,4.425486796872933,1.2137129955251693,Iris-versicolor
+118,6.290854134610119,2.9121111787872147,5.603398070074615,1.8045219587523318,Iris-virginica
+119,4.899239219370378,3.09618225227107,1.495883485079489,0.1000000995304298,Iris-setosa
diff --git a/iris/tab_ddpm/3/22/test.csv b/iris/tab_ddpm/3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/22/train.csv b/iris/tab_ddpm/3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/22/val.csv b/iris/tab_ddpm/3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/23/synth.csv b/iris/tab_ddpm/3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1818a7a7b42f9c090a5a915c2355b0b427165040
--- /dev/null
+++ b/iris/tab_ddpm/3/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3119789092484995,2.5050282211665604,4.898854382471744,1.5002781041879878,Iris-versicolor
+1,6.61756229463319,3.0,4.392249317628659,1.4070361996427387,Iris-versicolor
+2,6.268788048626447,3.3293865302493173,4.666090976009751,1.6113250065006515,Iris-versicolor
+3,5.161698894844553,2.5010074632398283,3.0934305755945566,1.1157794350489303,Iris-versicolor
+4,7.71636827848917,2.5908027729870358,6.9,2.2920506106157434,Iris-virginica
+5,5.923841409209467,3.0,4.212633371114574,1.51049715058317,Iris-versicolor
+6,5.693074410211771,3.796967636112842,1.6919018213416535,0.2943251229303373,Iris-setosa
+7,6.308112559602328,3.3913233574393495,5.595726420832477,2.3958376433650486,Iris-virginica
+8,5.996855926606504,2.1961583998165493,5.078279401565493,1.49441897950859,Iris-virginica
+9,4.971172096183507,2.0,3.511149700770425,0.9102946855126965,Iris-versicolor
+10,5.394464187864395,3.3965340191233078,1.4994119216374766,0.41214058906362894,Iris-setosa
+11,5.6096349844313425,3.0,4.547743137241723,1.4916288967394862,Iris-versicolor
+12,4.997955077546144,2.0,3.448946977619099,0.9743555994338857,Iris-versicolor
+13,5.110278975800203,3.5012476003092172,1.4069720482163204,0.19942761012618265,Iris-setosa
+14,6.790658070540977,2.786206264243344,4.793557012721589,1.40025904447248,Iris-versicolor
+15,6.738615178171495,2.511629918051229,5.8483384245751955,1.8124841269103182,Iris-virginica
+16,6.6931637101251535,3.3021693677479362,5.695205353897317,2.099390456606118,Iris-virginica
+17,4.4,3.2204606515656864,1.2926560935726554,0.1970842816393008,Iris-setosa
+18,6.708328202759371,3.1021021188001994,4.702174759158881,1.509692202498305,Iris-versicolor
+19,6.317697344506755,2.5033833568670296,5.012138041000657,1.9095386508495074,Iris-virginica
+20,6.800928234155281,2.805429725250072,4.7852154253630514,1.4036813119137077,Iris-versicolor
+21,5.806654718158509,2.878999149152305,4.430126373720589,1.3707165495302593,Iris-versicolor
+22,4.899440270069554,3.0,1.3978736987764857,0.20139145860520155,Iris-setosa
+23,4.40000049731114,3.205305017445323,1.28428662945514,0.19380347211573168,Iris-setosa
+24,5.0982882414621775,2.498061111400926,2.9374961683234293,1.1155785573518466,Iris-versicolor
+25,6.676874669733908,3.2887729460176054,5.696592074616865,2.0891088337076154,Iris-virginica
+26,6.701547586708935,3.1182349692625024,4.670555499525929,1.4951227177264577,Iris-versicolor
+27,6.794251359091717,2.804924190685348,4.768123463173777,1.3936425891989606,Iris-versicolor
+28,6.295125547942638,2.493080640933742,4.845498069874588,1.5050143736770694,Iris-versicolor
+29,7.89999888746879,3.796629708772339,6.400708524291086,1.9783377902274104,Iris-virginica
+30,4.4,3.206420145602166,1.2931930136488767,0.20378754179996408,Iris-setosa
+31,5.097192540724969,3.498432839904146,1.384876224822027,0.19980211117113184,Iris-setosa
+32,4.998746742494616,3.5951947626916643,1.4079501206246972,0.20861298589798433,Iris-setosa
+33,6.706392150455416,3.0832995172863162,4.62469459906704,1.4874188851712549,Iris-versicolor
+34,6.71047636959533,3.29339334645464,5.705610410228333,2.4999996304387175,Iris-virginica
+35,6.886026824020335,3.113395759769464,5.0896175593577695,2.308782042708531,Iris-virginica
+36,5.615176081108633,3.0,4.488231422360442,1.5025871951695278,Iris-versicolor
+37,4.588244118505493,3.6091387659211795,1.0000003743636083,0.19862169571055144,Iris-setosa
+38,7.594229732159441,3.0,6.574481984123806,2.0983166804265956,Iris-virginica
+39,4.891189103783519,3.0800457850374436,1.4959088111244336,0.10000009096592505,Iris-setosa
+40,5.399901003411782,3.9,1.2797314379158309,0.34982121578355296,Iris-setosa
+41,5.714364141867952,2.7915931113380315,4.5098494612548485,1.2970925456603033,Iris-versicolor
+42,5.6619641656607635,3.8024760922768146,1.6645357633999478,0.2996732035776894,Iris-setosa
+43,4.802800115993645,3.3957189117671582,1.6593415123523112,0.19876638149462061,Iris-setosa
+44,5.001954749157544,3.590357004246587,1.402028702297119,0.1995139823203646,Iris-setosa
+45,5.915850910102066,3.0,5.16031323105707,1.7898869068017027,Iris-virginica
+46,6.26483818713211,3.300529390267942,4.683394485927681,1.6076236562070392,Iris-versicolor
+47,5.599748286565629,2.8853211627691606,3.6094586092769827,1.282241205732737,Iris-versicolor
+48,4.503838066141869,2.3209641766847744,1.3126041361726988,0.30776778219003453,Iris-setosa
+49,6.690256357337083,3.064282068837793,4.644445519721755,1.4765996924204623,Iris-versicolor
+50,6.004001128439671,2.881166053500021,4.490645905871621,1.497645593448166,Iris-versicolor
+51,6.319113292821435,3.392363809870143,5.597768741991822,2.401746090634467,Iris-virginica
+52,6.096622635674918,2.616461373461474,5.594744595995354,1.404872115348785,Iris-virginica
+53,4.501745679297163,2.295387435919764,1.2881758008924487,0.3019166224984924,Iris-setosa
+54,7.323219405510151,2.859190677349216,6.3634227685619225,1.808200141981558,Iris-virginica
+55,6.232526571151284,3.401218488478807,5.5846259252489,2.391751449392472,Iris-virginica
+56,6.002319223015168,2.2101087703314577,5.03655632628547,1.4956544396698894,Iris-virginica
+57,4.592650664084057,3.3978797902953604,1.3963849721490782,0.3268419368022652,Iris-setosa
+58,4.501260839115753,2.3179949145202294,1.2931365806011033,0.30251266603949983,Iris-setosa
+59,6.171083704995725,2.223422634683635,4.4964244104181725,1.504123871413437,Iris-versicolor
+60,7.698807319072644,2.605428658314385,6.899998592603558,2.293854636226582,Iris-virginica
+61,6.0209661981353815,2.7193054807532806,5.123756496125716,1.6189589356868868,Iris-versicolor
+62,7.304522690975844,2.9109984582477266,6.25015307075775,1.7662445404479896,Iris-virginica
+63,6.6827757711849225,2.4949394772538964,5.775769403350475,1.7906432467352262,Iris-virginica
+64,6.229286861937123,2.5661281742817046,4.948408619216415,1.5452738973044984,Iris-versicolor
+65,5.948991199755385,3.0,5.07842904795975,1.8176322565415615,Iris-virginica
+66,5.108571907530753,2.4885446747269655,2.8550944096408344,1.088108427817109,Iris-versicolor
+67,5.0962116017592365,3.802016312093822,1.595857412987057,0.20323106365553548,Iris-setosa
+68,7.6991026087211765,2.615634508050715,6.8999989808783555,2.300491228146008,Iris-virginica
+69,5.0030220889908525,3.6137267587337787,1.399680455001554,0.20274561869695548,Iris-setosa
+70,7.728869529433623,2.7760499591487235,6.7280525700241975,2.008500866946267,Iris-virginica
+71,6.005553801419937,2.2158909894753847,5.029166992591012,1.5111203503311648,Iris-virginica
+72,6.02055784804444,2.890514934799892,4.5787289555181045,1.4677352432034436,Iris-versicolor
+73,6.11441521088365,3.0,4.590370548404688,1.39938357115774,Iris-versicolor
+74,4.892848232774861,2.374311116005272,3.341828787576998,1.030838393812801,Iris-versicolor
+75,5.764786228705068,2.796993977064071,4.523002070389455,1.3056782110664236,Iris-versicolor
+76,6.795427676711992,3.1914108500143463,5.907499761372293,2.3087564623718118,Iris-virginica
+77,4.400000453716837,2.8825916601782593,1.381487269918301,0.20327325003843683,Iris-setosa
+78,6.431919893197951,2.905478977053235,4.314901885698205,1.3078571808205943,Iris-versicolor
+79,6.001502767483887,2.884842661804914,4.546188945996471,1.4856738542569257,Iris-versicolor
+80,6.018852948450496,2.9125053162589007,4.5574655698236555,1.4992749678343258,Iris-versicolor
+81,6.090985604744292,2.5958327699717354,5.597576326295437,1.4011089869900502,Iris-virginica
+82,7.089141604822501,3.0,5.960958622981209,2.1082545452062456,Iris-virginica
+83,5.505489691521727,2.59634976489883,4.3979414401448835,1.2160492065936577,Iris-versicolor
+84,5.562610318093509,3.0,4.1252112056520405,1.2914847103146794,Iris-versicolor
+85,6.706290587739357,3.2947932631431804,5.675931065213953,2.108303626320738,Iris-virginica
+86,4.780513276983963,3.0,1.3975603907940224,0.29588097908852523,Iris-setosa
+87,4.806298852256133,3.39970596548812,1.5727701439073425,0.19996487563661694,Iris-setosa
+88,6.287879056138905,3.298799876883932,4.7391212671154745,1.612612772208461,Iris-versicolor
+89,7.614384971705926,3.0,6.620880559302298,2.091741502222203,Iris-virginica
+90,6.715669867157545,2.505763500695903,5.848209023956386,1.8046865733928634,Iris-virginica
+91,6.530074060813228,3.0,5.799318136808258,2.166076084624884,Iris-virginica
+92,5.992819209363594,2.9067836294020672,4.498626287725536,1.5012221480617765,Iris-versicolor
+93,5.989327569781989,2.202649217463045,5.059451587607427,1.497006131817049,Iris-virginica
+94,5.109702761702431,3.705451062835963,1.4995800065819056,0.45119743182862315,Iris-setosa
+95,4.600373289520392,3.3843142362916177,1.393692914451106,0.2974382507371215,Iris-setosa
+96,5.688854412149633,2.907348835102156,4.143286154093408,1.287720309720056,Iris-versicolor
+97,5.610890327830025,2.6930790779899265,4.471850092029279,1.2582210429775107,Iris-versicolor
+98,7.679220174904182,2.6101890181111926,6.899998885753403,2.305740017001761,Iris-virginica
+99,6.301162693042349,2.8663300707186985,5.602256301168447,1.762793038372518,Iris-virginica
+100,6.706509323562415,3.317136534583679,5.700457513214524,2.0978121385069306,Iris-virginica
+101,6.965730126402318,3.052472101820952,5.695300770808861,2.230616045817312,Iris-virginica
+102,7.053267537772489,3.0,5.7953792185741175,2.095794051719361,Iris-virginica
+103,6.031359846309584,2.9655998290084686,4.598833264526717,1.36277592162802,Iris-versicolor
+104,5.11727700942133,3.7155226314309466,1.5695081615431343,0.38517280801568926,Iris-setosa
+105,6.795949684387222,3.1880325701569223,5.816197284944101,2.2773789182184534,Iris-virginica
+106,6.735866342973482,3.3467110837341876,5.717519470070682,2.5,Iris-virginica
+107,4.400000494057853,3.1974582056480436,1.3043245295668517,0.204401729081867,Iris-setosa
+108,7.7218935628155725,2.7852738868733193,6.720447218487092,2.007269565564779,Iris-virginica
+109,6.137982554095477,2.605206962406174,5.602244470575565,1.4090765503091551,Iris-virginica
+110,5.200093653895712,3.4092902559035227,1.3999829963167514,0.20160220969178969,Iris-setosa
+111,6.305801282217427,3.3143966242036695,4.705105545100994,1.6050130386613335,Iris-versicolor
+112,5.224430312145759,3.4098034197686933,1.4010291154260306,0.2010707420037804,Iris-setosa
+113,6.013951345944993,2.703611017502993,5.106538993519511,1.6045874977907872,Iris-versicolor
+114,6.884350231242678,3.1068313917595356,5.110266611224392,2.2995816974006575,Iris-virginica
+115,5.17205421400878,3.4068420319192114,1.4056687285815914,0.19963172698184767,Iris-setosa
+116,5.770600350362201,2.712765922965375,5.0072388504239,1.9006573634762556,Iris-virginica
+117,5.693353972848578,3.785854477230699,1.6662613796738857,0.28407440637029036,Iris-setosa
+118,5.204930471285771,2.7015699740268087,3.8964171529015625,1.4018047933814153,Iris-versicolor
+119,5.682060704686991,3.0,4.375638230405451,1.4380980138083816,Iris-versicolor
diff --git a/iris/tab_ddpm/3/23/test.csv b/iris/tab_ddpm/3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/23/train.csv b/iris/tab_ddpm/3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/23/val.csv b/iris/tab_ddpm/3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/24/synth.csv b/iris/tab_ddpm/3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee2c9c5bfdf42c56f40da4b773a1c5a448b45e39
--- /dev/null
+++ b/iris/tab_ddpm/3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.5900601768520675,3.4039590776145694,1.4014043269722867,0.29716476440987893,Iris-setosa
+1,5.698058744074725,2.7983353346348396,4.499234384340075,1.303704215453262,Iris-versicolor
+2,6.831623481337464,3.188546360931226,5.718509783688462,2.293609354850794,Iris-virginica
+3,6.685328907970406,2.4831802137316425,5.775258599786657,1.7832149375450437,Iris-virginica
+4,5.595056758411738,3.0,4.4832029502339905,1.4985566909276398,Iris-versicolor
+5,5.026228339595474,3.5597477792912935,1.4001680079877534,0.19901849850584408,Iris-setosa
+6,6.005236777446104,2.193833719086369,4.99814362219257,1.4958855446797177,Iris-virginica
+7,7.899998938077239,3.8048726884730004,6.425260934076974,2.007669089570245,Iris-virginica
+8,6.7940543026443425,2.808883606986716,4.754079452772867,1.4022053753709918,Iris-versicolor
+9,5.71286627478115,2.9144503994308457,4.218260081813319,1.301305029523051,Iris-versicolor
+10,5.53193947523251,2.4314900960768173,3.764987253140095,1.0340916684005945,Iris-versicolor
+11,5.60004261415444,2.907170187664935,3.605154897651777,1.297642708070113,Iris-versicolor
+12,6.090453373854183,2.7894525815153064,4.719148775213385,1.2131209613069838,Iris-versicolor
+13,5.664071751833997,3.0,4.058092757059749,1.3085677911212599,Iris-versicolor
+14,7.211878319018794,3.0,6.182625548379674,2.096329647155266,Iris-virginica
+15,6.047088052290206,3.0,4.602956348109076,1.3926633919880251,Iris-versicolor
+16,7.530823609816423,3.0,6.51655611817536,2.0773742917680607,Iris-virginica
+17,5.772602224585262,2.6940040856300915,4.104977275598248,0.9998012399171832,Iris-versicolor
+18,5.371339032627482,3.4040030037986404,1.6468548496987578,0.20255182696733834,Iris-setosa
+19,5.892670128361533,3.0,5.111389428233821,1.7890267818636105,Iris-virginica
+20,4.4,3.2030588384080625,1.3028326274296336,0.1972851801582235,Iris-setosa
+21,5.797029231844002,2.6962799079852235,5.084374910138421,1.8944908304455892,Iris-virginica
+22,6.36107669427238,3.2591730241306345,4.725643526097581,1.5698937160126087,Iris-versicolor
+23,4.4,2.848816640246013,1.4033890670042586,0.20311716719687578,Iris-setosa
+24,5.335922500118815,2.415517614697874,3.511110665871483,1.0369106321519435,Iris-versicolor
+25,5.096306891767779,3.4999223607712047,1.4006059716864785,0.19844748878620605,Iris-setosa
+26,4.895277902274081,3.0,1.3803248955836973,0.2003965675830594,Iris-setosa
+27,5.263479254794213,3.71256481568684,1.5657604936194136,0.19670653761453877,Iris-setosa
+28,6.794615802482426,3.201058718557194,5.837222775080902,2.2765013067896867,Iris-virginica
+29,4.4,3.226306325856636,1.2860055663486978,0.20150531287930273,Iris-setosa
+30,5.111636113746091,2.5214104581279013,3.0405407417373223,1.1602592581870832,Iris-versicolor
+31,4.865363220813626,3.015470464774163,1.4462400605144354,0.1,Iris-setosa
+32,6.918568293002707,3.146796795577546,5.762216486168088,2.2556783879562303,Iris-virginica
+33,5.093434358455757,3.798168249681949,1.498577492686372,0.20331483526711347,Iris-setosa
+34,6.717731055075603,3.3053805142941965,5.726429092974762,2.5,Iris-virginica
+35,5.595637591893599,3.0,4.068925756469095,1.2975668658786454,Iris-versicolor
+36,4.9987174263321945,2.0,3.4723606155820126,1.0093766817302525,Iris-versicolor
+37,5.361193013614476,3.8999995791605473,1.2811301440075198,0.4187112488062802,Iris-setosa
+38,5.910457084003965,3.0,4.15175869188881,1.5126377278809169,Iris-versicolor
+39,6.0000525402813345,2.6900907521481514,5.130532335636454,1.6046830951666011,Iris-versicolor
+40,7.388320330131847,3.0,6.304519061622432,2.0750497980694536,Iris-virginica
+41,6.343166570880822,2.9188732008254616,5.586294204973999,1.804445783557428,Iris-virginica
+42,6.288878648389996,2.8971792334808257,5.569978418759486,1.791952913431055,Iris-virginica
+43,5.497631599094934,2.4310724193264046,3.702228409174432,0.9884504810225194,Iris-versicolor
+44,5.00948469054385,2.0,3.4653224360521997,1.0431915012724096,Iris-versicolor
+45,5.8964035025768915,3.0,4.201063972483089,1.5134231043658681,Iris-versicolor
+46,5.387661159367885,3.4073192969150337,1.5992115784449716,0.38182414562560557,Iris-setosa
+47,4.6089686106894705,3.6006577240834385,1.0000003836314952,0.2012748222079337,Iris-setosa
+48,6.112157093551141,2.599821735293377,5.586610945745172,1.4005455149588573,Iris-virginica
+49,7.687225006672246,2.5978924692847967,6.9,2.293736308531559,Iris-virginica
+50,6.297801109870652,2.5003247731034612,4.92795804905347,1.4993463219263032,Iris-versicolor
+51,5.107124693517482,3.495476782994882,1.400346014671007,0.30258791803034507,Iris-setosa
+52,5.085474917587021,3.4998399507473668,1.3824937009364633,0.3108793576234139,Iris-setosa
+53,6.92862486426656,3.1153595210389917,5.062501765039067,2.3100504440933007,Iris-virginica
+54,6.300819698125206,3.2838225041004305,4.7066683932760185,1.6043369494916073,Iris-versicolor
+55,6.887427291904041,3.2012190940576373,5.726796797914576,2.286887055817343,Iris-virginica
+56,5.542308000430731,2.4504536726579316,3.847513337826997,1.0490164766295929,Iris-versicolor
+57,5.703680418280308,2.802211207855332,4.418564342586168,1.2781359653579378,Iris-versicolor
+58,6.038928252225931,2.238479956815621,4.998411111833691,1.513198604896059,Iris-virginica
+59,6.015436513383279,2.7000504667624514,5.129254691855527,1.6066483687675488,Iris-versicolor
+60,5.095701369120273,3.4973822570151816,1.3881040650058123,0.2009211432896084,Iris-setosa
+61,6.693365630442869,3.112943086707122,4.698096663066588,1.5034027687023601,Iris-versicolor
+62,5.101187867678044,2.476553929300706,2.9560201390313177,1.0969408006682169,Iris-versicolor
+63,6.682675445400956,3.127530011951891,4.746334590408418,1.5088645895644337,Iris-versicolor
+64,4.870760099577678,2.4275498558655477,3.246690868242516,1.0017252872106002,Iris-versicolor
+65,6.007661876144656,2.9195054000564014,4.455593308139198,1.4706926942288758,Iris-versicolor
+66,5.397206950992382,3.404760446124033,1.497944308931125,0.4404638365759712,Iris-setosa
+67,5.607545735485509,2.4727455913479126,3.853944653617874,1.1136040377560885,Iris-versicolor
+68,6.722738806644186,3.094574007409799,4.704690367292114,1.5042805963222792,Iris-versicolor
+69,4.90051887284787,3.0,1.3980351499534178,0.19849009076742713,Iris-setosa
+70,5.54951479690164,2.431054812819041,3.8333814641221897,1.0176220100768836,Iris-versicolor
+71,4.925246490638883,3.1754578755027136,1.453021747687667,0.37340337083834213,Iris-setosa
+72,5.65117281243589,3.7939352664674018,1.6665699503093205,0.3353395028912555,Iris-setosa
+73,6.68800721954375,3.291994359840905,5.678978852474025,2.5,Iris-virginica
+74,7.899998920775,3.79107671776071,6.4177955780580245,2.0009082495023423,Iris-virginica
+75,6.268103352242377,2.8891416903097262,5.587402675842956,1.8078765424442573,Iris-virginica
+76,6.69042742118402,3.3110070737644874,5.694358128756875,2.099147181145561,Iris-virginica
+77,5.99999507370287,3.3996697063577366,4.496517909529534,1.6056113212207916,Iris-versicolor
+78,5.193700126333282,3.4040818245315942,1.4015187465146755,0.20337064207669306,Iris-setosa
+79,6.485032130920284,3.0,5.81272567109385,2.20380536532485,Iris-virginica
+80,4.400000470644105,2.9060079663551694,1.3974990543792303,0.1958622353767666,Iris-setosa
+81,6.793359185828158,3.2021550885323955,5.928203391060704,2.301229388127438,Iris-virginica
+82,4.996550760619,3.3962045659522655,1.6277906858878444,0.3800825447758027,Iris-setosa
+83,5.3607477191098365,2.5008237774613065,3.4314799952182677,1.1120634872741841,Iris-versicolor
+84,5.788018625239035,2.706226778582835,5.1003515921475735,1.9078989791003718,Iris-virginica
+85,5.005181377268772,2.0,3.4942793042458016,1.0327927091312488,Iris-versicolor
+86,5.375686470406631,3.9,1.27427442867891,0.33105661351811966,Iris-setosa
+87,5.19149247149473,2.704512986431351,3.9785242371769383,1.4058091400086763,Iris-versicolor
+88,5.59130447995523,3.0,4.053262543667524,1.2883611385565306,Iris-versicolor
+89,6.195175863934547,2.1991024910739374,4.4788756664126534,1.5039327748761688,Iris-versicolor
+90,6.045522868619547,2.6906076811856945,5.096697967051064,1.5754117418458882,Iris-versicolor
+91,5.114685116412958,3.4976376516094203,1.4029176130590744,0.29067249847831755,Iris-setosa
+92,6.914599983204894,3.0,5.334485124328585,2.200720907770437,Iris-virginica
+93,5.392483731862318,3.3852722271815336,1.534256176140738,0.37344243846148795,Iris-setosa
+94,6.301162590421903,3.3741239690993585,5.6066562179545425,2.3850976464763916,Iris-virginica
+95,5.217779211405556,2.7168047214588626,3.7133542088645646,1.4027009932148051,Iris-versicolor
+96,6.492747347988386,3.1955238624602664,5.102530835216127,2.015204738085073,Iris-virginica
+97,5.026331803128903,3.3941740778575236,1.4991710812055021,0.38752346444974317,Iris-setosa
+98,5.610913241815684,3.0,4.0518062089701825,1.2962938450461596,Iris-versicolor
+99,6.703695119366803,3.282409948325129,5.687869163760711,2.499999618603958,Iris-virginica
+100,5.38697869333148,3.4035963019799422,1.588562274813879,0.32279166775507695,Iris-setosa
+101,7.266952198436338,2.9028257088656955,6.37402859543161,1.7937465521334086,Iris-virginica
+102,4.886393177798073,3.0,1.4041170179911557,0.20047482374398273,Iris-setosa
+103,6.471710240708618,2.9999513140134266,5.514102114657574,1.8063209505635085,Iris-virginica
+104,6.719527721258892,3.3094593081846537,5.712538264757974,2.4999996117532137,Iris-virginica
+105,6.5511891422621344,3.0,4.371326193126943,1.3791737447718544,Iris-versicolor
+106,7.691941794073288,2.592006710240359,6.8999989579939385,2.3004717947642446,Iris-virginica
+107,6.182642792664598,2.2015167390559682,4.489170742763864,1.4871164927219336,Iris-versicolor
+108,6.711971064855338,2.4962910014217568,5.793643483412323,1.844000579819046,Iris-virginica
+109,5.000147774896992,3.404351685583325,1.7175523037721907,0.40836834889232576,Iris-setosa
+110,5.109861986258845,2.5000502998998635,2.9373939161680163,1.067133136246216,Iris-versicolor
+111,5.871432709287743,3.0,4.213696577687459,1.4941518449321867,Iris-versicolor
+112,7.69782577563399,2.604355876967035,6.899998786722219,2.2848156256877488,Iris-virginica
+113,4.899941317421628,2.37036589241731,3.279442980892258,1.0090448767696825,Iris-versicolor
+114,4.4,2.9031483662031463,1.4041535597279158,0.20172147564314466,Iris-setosa
+115,5.509109697193509,2.6142791099156204,4.423319221079615,1.1869519057177027,Iris-versicolor
+116,5.997583976223133,3.4047108769661873,4.505469300321249,1.5986877699716706,Iris-versicolor
+117,4.4,3.2135560094602726,1.3105632406343568,0.204393429191751,Iris-setosa
+118,5.103602389049596,2.5052294668521307,2.9598430219894105,1.123779131521041,Iris-versicolor
+119,5.624592220231771,2.7053403153393627,4.473408628429764,1.24086224928005,Iris-versicolor
diff --git a/iris/tab_ddpm/3/24/test.csv b/iris/tab_ddpm/3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/24/train.csv b/iris/tab_ddpm/3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/24/val.csv b/iris/tab_ddpm/3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/25/synth.csv b/iris/tab_ddpm/3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..47c7abf3ce54635e946470d1b34482abb4cf0ace
--- /dev/null
+++ b/iris/tab_ddpm/3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.402525709320087,3.3884607050326285,1.7652807897490659,0.19411776682208182,Iris-setosa
+1,6.215938931123485,2.152526355451821,4.519511792973981,1.507661950195259,Iris-versicolor
+2,4.586063456350721,3.6053070834293486,1.0,0.19675697491349708,Iris-setosa
+3,7.9,3.796387654020495,6.3900539940216685,1.9982443893897208,Iris-virginica
+4,6.518755190721283,3.0,5.433917176543989,1.8442505112202294,Iris-virginica
+5,6.015334686502066,2.8603139880910753,4.535736539863534,1.505176900380541,Iris-versicolor
+6,7.678100458380058,2.616120083406493,6.899998584599561,2.3023371501070287,Iris-virginica
+7,4.905132377003883,3.0,1.3550679320685648,0.19975344241783838,Iris-setosa
+8,5.094101640256889,3.7157795381411587,1.6106800398623566,0.3986507324135249,Iris-setosa
+9,6.313617649707511,3.387368834860175,5.585532267270792,2.4030059252544587,Iris-virginica
+10,5.200809298973563,3.4053871902005484,1.4035664898965032,0.19982243588742726,Iris-setosa
+11,6.286821396994733,2.292736647770524,4.398129699071396,1.2716185250921461,Iris-versicolor
+12,6.462267896375026,2.930813682674332,4.3340766831861055,1.3183056203830892,Iris-versicolor
+13,6.275208623506628,2.8775064243601953,5.599864801757479,1.8137663358872198,Iris-virginica
+14,7.899998822719479,3.791485583327475,6.409126955230329,2.0136359250609654,Iris-virginica
+15,5.994829396512473,2.7157184212460086,5.005897705357289,1.5852579419217576,Iris-versicolor
+16,6.8048069690913495,3.201331058268927,5.7893842706115946,2.302230845029455,Iris-virginica
+17,6.885507292844328,3.17995061620658,5.758425992551334,2.3009881797792007,Iris-virginica
+18,6.808947459993731,2.8114834703663893,4.794242263976108,1.3889443488430933,Iris-versicolor
+19,6.869577870527775,3.0880232113430086,5.122873825944222,2.285343589122248,Iris-virginica
+20,7.589655208795095,3.0,6.6042954498185455,2.1127535446624037,Iris-virginica
+21,6.865643399565692,3.2068431225712253,5.735760740780236,2.2930921613736315,Iris-virginica
+22,5.666592054146681,2.817557588380339,4.381885842111933,1.2735398772970097,Iris-versicolor
+23,5.801494014937057,2.6953569326557245,5.160542459988206,1.9087409529045107,Iris-virginica
+24,4.564356736432852,3.3700460729331176,1.3940794131101129,0.33792757762400527,Iris-setosa
+25,7.721805293117498,2.611847176035082,6.8999989998698235,2.30530044280315,Iris-virginica
+26,5.596482817071153,3.0,4.500561222744284,1.4958872297861556,Iris-versicolor
+27,5.507821978488743,2.4213642747827913,3.7648302426974327,1.0088369197366953,Iris-versicolor
+28,4.585242902927709,3.5801166212950815,1.0,0.195725600006158,Iris-setosa
+29,7.698676887932698,2.604470681079417,6.899998754528642,2.2966596949676323,Iris-virginica
+30,7.689505215110798,2.786421026748039,6.6804603881971545,1.989498582864929,Iris-virginica
+31,6.461929810640891,3.0,5.489458058866613,1.792639713957486,Iris-virginica
+32,6.480691299214959,2.9391292208089226,4.333247870650897,1.3301815000028088,Iris-versicolor
+33,5.0745974468139,3.502425899920978,1.4014177618449415,0.20262321027257907,Iris-setosa
+34,6.28264654698044,2.2904495554256386,4.409309858325752,1.3141425208135473,Iris-versicolor
+35,6.803643399092973,3.174319719481481,5.790111080713206,2.2902743753943424,Iris-virginica
+36,6.528708533715655,3.0,4.368894274119148,1.3878041472970049,Iris-versicolor
+37,6.328778330851095,2.4903035054143157,4.915019352863422,1.4985053669980835,Iris-versicolor
+38,6.216616920624544,2.2078704171882446,4.489513330606916,1.4879874345803052,Iris-versicolor
+39,5.89593606079306,3.0,5.06398636216743,1.7814053165773436,Iris-virginica
+40,7.2582197280351535,2.867859266366031,6.2864209609403305,1.8088306776145346,Iris-virginica
+41,5.911583541249703,3.0,4.205279504691508,1.505214582666636,Iris-versicolor
+42,5.72324436606915,2.8257005494543717,4.483522141766855,1.2899528920409307,Iris-versicolor
+43,6.803228409449166,2.8079940767884706,4.798171611532329,1.4127750554388459,Iris-versicolor
+44,5.157254570292004,3.5773077299503715,1.4138083689826169,0.196205486198875,Iris-setosa
+45,6.098797269723591,2.6002305868401887,5.584075942508676,1.4072502834411027,Iris-virginica
+46,4.869940642585226,3.1003829065981057,1.7177124661781873,0.1000001392129571,Iris-setosa
+47,5.804845657491094,2.6853309824708953,4.086859964994877,0.9682508128934246,Iris-versicolor
+48,5.185940500661956,2.7107053180330594,3.933190472229186,1.402271054412952,Iris-versicolor
+49,5.395956395660818,3.4051389398184333,1.787097819266872,0.20374625317291037,Iris-setosa
+50,4.990538344475161,3.4047997179226517,1.5220773172231286,0.37294990448225235,Iris-setosa
+51,6.693990678069258,2.5015593010945416,5.81716949090769,1.8199379236155981,Iris-virginica
+52,4.88116043594347,3.069323838093376,1.494402651872101,0.10000011446262139,Iris-setosa
+53,6.684835669764484,3.2848904437421704,5.691291558908433,2.0999361027257653,Iris-virginica
+54,5.78593262277919,2.6814708082113223,4.089667519946922,0.992953644005433,Iris-versicolor
+55,7.70766951579423,2.5947275737125506,6.899998906953631,2.2916466426655413,Iris-virginica
+56,7.052024071617447,3.0,5.799752808608935,2.1024547539033507,Iris-virginica
+57,5.09672759244645,3.812602589524415,1.4974330338974935,0.1969501618765323,Iris-setosa
+58,6.040003428145204,2.947680254428804,4.495414908283798,1.4806429614104006,Iris-versicolor
+59,6.645663049157155,3.0,4.464976360343278,1.4310284054415483,Iris-versicolor
+60,5.00689771379577,3.4022424376658305,1.5387539821016833,0.4085670216217747,Iris-setosa
+61,7.288230544547923,2.907365360221433,6.273047327187169,1.8017861078169002,Iris-virginica
+62,6.576276005496545,3.0,4.355034227943158,1.3931038918574845,Iris-versicolor
+63,6.308249378160464,3.276485480205109,4.7058784915595515,1.6018880974507046,Iris-versicolor
+64,7.255513195671132,2.8866791525378237,6.239548653984119,1.793854674519494,Iris-virginica
+65,6.707724785171587,3.3119374298146487,5.721266189503945,2.4999995721842194,Iris-virginica
+66,6.4972527753178575,3.203269909725879,5.080764797643714,2.005848783190934,Iris-virginica
+67,4.831727803307385,3.0,1.4045952322716229,0.10000010979133953,Iris-setosa
+68,7.169978980119561,3.0,5.931669546021177,2.099853698691936,Iris-virginica
+69,6.798302472982072,3.0,5.515708508646459,2.086043538674338,Iris-virginica
+70,5.288837026415958,3.70521628937583,1.497686535918784,0.19911688316556858,Iris-setosa
+71,6.697381037399788,3.094238052687982,4.696049109684638,1.502401029772193,Iris-versicolor
+72,4.902603406885847,3.0894781147398187,1.544686284858699,0.10000011480449653,Iris-setosa
+73,5.119883937194091,3.702831319841861,1.5223077912273437,0.3792321717918533,Iris-setosa
+74,4.7940306964625945,3.0,1.4031788342257456,0.10000011786680972,Iris-setosa
+75,6.278358798735431,2.4579099615004267,4.90446714581476,1.4967339569354956,Iris-versicolor
+76,4.605884515978938,3.6116216104724734,1.0,0.19742360638452486,Iris-setosa
+77,6.700921377154998,3.3008609934916184,5.70262180566981,2.077949995314292,Iris-virginica
+78,6.335125982512621,2.944044670795176,5.576633857667117,1.7781724471930647,Iris-virginica
+79,6.116980281014484,3.0,4.610764198706677,1.4012603920268385,Iris-versicolor
+80,6.28219573086415,2.4950848891329254,4.8835244205917645,1.4962947726123634,Iris-versicolor
+81,6.709941969382466,3.2861111418744975,5.711283398890348,2.5,Iris-virginica
+82,6.069466671807374,2.221347631385162,5.021596614792509,1.567633751639575,Iris-virginica
+83,4.918403510105914,2.3779993767734604,3.096661239994447,1.0050609911716144,Iris-versicolor
+84,6.100874660883399,2.6041510870330487,5.610568787737974,1.3907578964334724,Iris-virginica
+85,6.423598334050175,2.9231972915216478,4.295108538621215,1.3156716557778518,Iris-versicolor
+86,6.1817330026939565,3.095412873847901,4.6621631741663005,1.493193190827126,Iris-versicolor
+87,4.400000503894084,2.8808697468259576,1.4011227497932874,0.1963321678808882,Iris-setosa
+88,6.662755940276004,3.244040645509372,5.678555643610315,2.119293276796975,Iris-virginica
+89,6.924542234366914,3.1112045450284738,5.0699301956835505,2.289701098771794,Iris-virginica
+90,6.157563032477065,3.3348085838277255,4.661566395927627,1.60698345755615,Iris-versicolor
+91,5.000928696382217,3.409554889046067,1.6589256085129405,0.44586774278202346,Iris-setosa
+92,6.715162502538594,3.306896709311039,5.711163677679209,2.49999963269196,Iris-virginica
+93,5.402834438910023,3.39958207773432,1.765385941956011,0.1984535322349033,Iris-setosa
+94,7.704983031595587,2.6037273159474923,6.899998940998856,2.2947275483537926,Iris-virginica
+95,5.396371597734134,3.9,1.2730084000499398,0.30178455516100366,Iris-setosa
+96,6.034585462945262,2.6884877801219993,5.121761230073542,1.5800631697833716,Iris-versicolor
+97,4.5014231517893135,2.309094501281699,1.2969331132666633,0.2987830164670683,Iris-setosa
+98,5.853548461912783,3.0,5.104207101560698,1.8173134883000004,Iris-virginica
+99,6.039696689184355,2.911704080131061,4.49201616660605,1.4934892934643456,Iris-versicolor
+100,6.88023733396366,3.0615716851518595,5.227864203135682,2.225296559464298,Iris-virginica
+101,5.594187283269668,2.913024743029123,3.6655994753161085,1.3083383630420506,Iris-versicolor
+102,5.6503998643230435,2.554116502634628,3.9803598201069463,1.0931674523199195,Iris-versicolor
+103,6.001232429932307,2.730571130323746,5.077871531505108,1.6022230344454387,Iris-versicolor
+104,5.6239670591423065,3.7829950763096476,1.5096548339272506,0.28995967235244025,Iris-setosa
+105,6.675418941742591,2.5093069768840213,5.782855466023626,1.7923407942973832,Iris-virginica
+106,4.400000444926797,3.1951367524817726,1.2915443289479105,0.1945168042637339,Iris-setosa
+107,5.203489098420544,3.377369806365425,1.4965285142246292,0.3332610926437566,Iris-setosa
+108,4.505256146150974,2.2911058309045362,1.3009738677284468,0.29540490921371254,Iris-setosa
+109,5.100539646229792,3.8092293517367914,1.5259894194524912,0.20449517053404193,Iris-setosa
+110,6.295312469240181,2.3099838828640897,4.3959760425264065,1.3066384271115041,Iris-versicolor
+111,5.136081204881623,3.494904690031868,1.3982732176547712,0.1991791456744087,Iris-setosa
+112,5.6023875667266285,3.0,4.511033991059871,1.5017372218474678,Iris-versicolor
+113,6.286457051545367,2.4848923370077745,5.010100480473927,1.897032345844795,Iris-virginica
+114,7.2745044035425845,2.880665856802649,6.314730095390965,1.807048591665808,Iris-virginica
+115,6.802703113150687,2.7792246565820893,4.7984210695749505,1.41794829198023,Iris-versicolor
+116,5.63365645098671,2.9083860353060107,3.8440242637204043,1.3009175057181868,Iris-versicolor
+117,6.2111176701588935,2.2261392724245095,4.549609794929198,1.4956139522199718,Iris-versicolor
+118,5.982830360998678,3.0,4.4996405219119415,1.436140503746278,Iris-versicolor
+119,5.892514968215267,3.0,5.07289807336292,1.809899112426631,Iris-virginica
diff --git a/iris/tab_ddpm/3/25/test.csv b/iris/tab_ddpm/3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/25/train.csv b/iris/tab_ddpm/3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/25/val.csv b/iris/tab_ddpm/3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/26/synth.csv b/iris/tab_ddpm/3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d06cdddd8999272c3fe99944b59d2d31fd1dbc17
--- /dev/null
+++ b/iris/tab_ddpm/3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.043629698138454,2.456062699101035,2.8871554784352167,1.0874309236050166,Iris-versicolor
+1,6.691127371493712,3.313922656167389,5.698105246635905,2.101301193410419,Iris-virginica
+2,5.592750200759573,3.0,4.498214350752718,1.4979148676322023,Iris-versicolor
+3,4.970541735122578,2.4444585503095544,3.142546529829903,1.0607008772520121,Iris-versicolor
+4,6.3485805981268815,3.3828520088904237,5.60447772364792,2.3994209959069996,Iris-virginica
+5,6.8500749722981755,3.103057831270047,5.122187352040171,2.284188709812671,Iris-virginica
+6,6.844420535023297,3.1922822403625344,5.779985374443076,2.290954693635981,Iris-virginica
+7,4.400000464752546,3.173948988630365,1.3209240662450927,0.20294079266513768,Iris-setosa
+8,6.304351882913463,3.3972662054470413,5.643331751434695,2.3924279038763467,Iris-virginica
+9,5.005441108366242,3.397426652439088,1.7324539616037884,0.37595981608516177,Iris-setosa
+10,4.4,3.1339616177976275,1.3057152358722028,0.19915437927583046,Iris-setosa
+11,6.181312611028937,2.2037502983287807,4.492390181561302,1.5110079116072233,Iris-versicolor
+12,4.995837244419482,3.400226911694597,1.6581392534124102,0.38985276608006414,Iris-setosa
+13,4.910592089902176,2.3996180547750985,3.316450582952389,1.0181812302635358,Iris-versicolor
+14,6.374525724770178,2.8809361102046562,4.301614207491108,1.2990956685587933,Iris-versicolor
+15,5.121128680169461,3.500917625324295,1.3987838199902685,0.20039335212718765,Iris-setosa
+16,5.380229224613586,3.3998751925259425,1.4963363060018615,0.38247378542515315,Iris-setosa
+17,4.589367947441343,3.389312302425377,1.3950306358127351,0.3430360186124039,Iris-setosa
+18,5.1954720474341,2.7284980491529542,3.876580180670322,1.418536399427678,Iris-versicolor
+19,4.808247677193506,3.396097289752678,1.7286612439265334,0.2046359992201805,Iris-setosa
+20,6.509018516238635,3.1956368501969323,4.970849055586726,2.002473262150489,Iris-virginica
+21,5.085800323985279,3.793829851667324,1.6288818937770577,0.20518601169005093,Iris-setosa
+22,4.603684703518913,3.583161336989356,1.0,0.19671154202245347,Iris-setosa
+23,6.697597693118912,3.2983531250609146,5.6911062120737,2.11033134555269,Iris-virginica
+24,6.097939046042478,2.8915626226445417,4.685708174632161,1.2642969908309747,Iris-versicolor
+25,7.9,3.8086369514147616,6.400033410871896,2.010674388022413,Iris-virginica
+26,6.185015885817792,2.200326817557467,4.48730709672673,1.4999831979232674,Iris-versicolor
+27,4.4,2.890164847847601,1.4042546752758946,0.19627667634420365,Iris-setosa
+28,5.7092499997577075,3.7855176967100976,1.5284147283150207,0.2949989239182913,Iris-setosa
+29,4.603735620939769,3.6093424183429637,1.0,0.19999729306970415,Iris-setosa
+30,6.305567157493555,2.5268845702583054,4.880240718760252,1.493320748840344,Iris-versicolor
+31,6.319362678949971,2.8895152813157967,5.603903636083654,1.8147099996580582,Iris-virginica
+32,5.412952549625506,3.8999996464549644,1.2982675420170966,0.47633457479921937,Iris-setosa
+33,4.817071882304269,3.0,1.3900637644632943,0.2963103963290251,Iris-setosa
+34,6.49170788037066,2.972851079904407,4.360616934486789,1.3440120210229158,Iris-versicolor
+35,6.692589211192858,2.496998343905897,5.793074243477751,1.808947067002361,Iris-virginica
+36,4.825590027905617,3.0,1.392091859090433,0.2960081476450122,Iris-setosa
+37,6.935164693019157,3.1285113442147177,5.552182917059505,2.278888455284606,Iris-virginica
+38,5.105313168280121,3.4978564902672886,1.395517213570244,0.29366486672339,Iris-setosa
+39,6.689965950131422,3.3173467505427223,5.679250566835181,2.104920159261904,Iris-virginica
+40,6.900354329154403,3.20534003903363,5.692172891268996,2.2972206345457304,Iris-virginica
+41,6.329026363936654,2.9163711698698154,5.620784754631955,1.839082099554181,Iris-virginica
+42,4.900249841360158,3.0985372083462317,1.495552514073506,0.10000011468980478,Iris-setosa
+43,7.2596859024961145,2.8899298777246267,6.225795395958692,1.7642406968714694,Iris-virginica
+44,7.247685739161618,2.8946443859054427,6.272060328437088,1.7784450950711075,Iris-virginica
+45,5.092753565960023,3.799348532270186,1.4988998032699397,0.20379263126035235,Iris-setosa
+46,6.702769307066249,3.290806537872501,5.7059756764235185,2.4999994143123834,Iris-virginica
+47,5.001233995418606,2.0,3.48113381201415,0.9907451110472763,Iris-versicolor
+48,6.1461057455677315,3.3604894579605653,4.625976719314815,1.6236716231225603,Iris-versicolor
+49,5.870846831634205,3.0,5.145408680161444,1.7993836970819346,Iris-virginica
+50,6.724344204069177,3.3072523048146905,5.721345286249144,2.5,Iris-virginica
+51,5.518749737027073,2.437397318650035,3.770802474821117,1.029500315881759,Iris-versicolor
+52,6.188790506945514,2.1955189641888473,4.495350695805193,1.4994456047913016,Iris-versicolor
+53,6.797474595976161,2.793099136804681,4.785588775443282,1.3821376982444868,Iris-versicolor
+54,4.893345359821363,2.3838775619888786,3.305523608097468,1.02000433142912,Iris-versicolor
+55,4.756550845419044,3.3944728389354886,1.5162150963218672,0.19725428840886375,Iris-setosa
+56,4.861801583867017,3.085581521022603,1.4959310323243982,0.10000010772232584,Iris-setosa
+57,5.515067651029742,2.61469361974327,4.37705856481537,1.196632702007289,Iris-versicolor
+58,7.591769367063669,3.0,6.6003662457382655,2.10594043350744,Iris-virginica
+59,5.48667379297103,2.3636230177267232,3.6312696378444493,0.9484310695096758,Iris-versicolor
+60,4.793173416145554,3.0,1.397513423991646,0.1,Iris-setosa
+61,6.502708712607567,3.0,5.483048548097089,1.7987860789933343,Iris-virginica
+62,6.056170894397547,2.9928879215875845,4.582679344115013,1.4536918843251938,Iris-versicolor
+63,7.688701508598143,2.831917975237076,6.660604413208988,2.018419502260154,Iris-virginica
+64,4.889429101058546,2.395623588956647,3.2096445057122645,0.9204883545862081,Iris-versicolor
+65,7.066395304274863,3.0,5.873840411034705,2.096511612170422,Iris-virginica
+66,6.501551731876207,3.201735580321453,5.106127858795417,2.012182393422498,Iris-virginica
+67,4.498179803152075,2.317313869603232,1.3022292161386428,0.3344602546084406,Iris-setosa
+68,4.82739788856019,2.383499464526707,3.430620750287866,0.9331830027486288,Iris-versicolor
+69,7.220705044541684,3.0,6.155539728384947,2.1059977822058333,Iris-virginica
+70,7.247140544020501,3.0,6.116241363546427,2.0794095785325744,Iris-virginica
+71,4.99467809374848,3.3926264066094447,1.6023679693567816,0.48147213191222854,Iris-setosa
+72,6.78986893107434,2.7994523540782694,4.811842799354501,1.4244955983332104,Iris-versicolor
+73,6.12249973455379,3.3691626594793873,4.595692286834929,1.5992931470128269,Iris-versicolor
+74,4.594183153923791,3.6113559861239892,1.0000004351609866,0.199337462879359,Iris-setosa
+75,5.210770635010365,3.39759792615685,1.4012443000801296,0.19931411354399317,Iris-setosa
+76,5.362883066969955,3.4074522120593653,1.5598010779623146,0.36947367774294443,Iris-setosa
+77,5.6754387961042525,2.8950305957790374,4.032498837858645,1.3062051434206647,Iris-versicolor
+78,4.770339729005647,3.0,1.402542499238578,0.2980623837208157,Iris-setosa
+79,4.899039279841159,3.115762563821423,1.5245358491088488,0.10000011006307576,Iris-setosa
+80,7.610727902489034,3.0,6.62007408646314,2.10734674536615,Iris-virginica
+81,4.601945629846549,3.611254924537928,1.0000004292475226,0.19791220448869595,Iris-setosa
+82,4.810988031053144,3.0,1.4055666554679571,0.10000012429714861,Iris-setosa
+83,5.999727151440953,2.8905006617716325,4.516081656114796,1.5045952824489364,Iris-versicolor
+84,5.327253854374853,3.696569046542731,1.4964352984660432,0.20018433004038713,Iris-setosa
+85,6.103599523493207,2.594642869346528,5.601720647882939,1.4138175210892785,Iris-virginica
+86,6.1217853462245655,2.6020384210372307,5.596316684295827,1.4008610652522069,Iris-virginica
+87,6.2945516099543575,2.299974862104503,4.412271994980228,1.3015804119902974,Iris-versicolor
+88,5.6293384910660365,3.0,4.545390889398482,1.5026979453851788,Iris-versicolor
+89,5.771543500164137,2.715636222219412,5.081170270096327,1.8877661888416468,Iris-virginica
+90,6.48853792082335,3.0,5.83438547850808,2.21189031759217,Iris-virginica
+91,4.802635180836582,3.0,1.3946378360612157,0.1,Iris-setosa
+92,7.720135609046374,2.566311737351551,6.9,2.3062473719111014,Iris-virginica
+93,5.032161687810364,2.4686091866529796,2.9300547355598208,1.0758421115439616,Iris-versicolor
+94,6.703143363428358,3.263484545475141,5.709620603496769,2.112938284192531,Iris-virginica
+95,7.899998455276613,3.7817435405377666,6.39242230074143,1.9990947021505991,Iris-virginica
+96,6.505215606038384,3.0,5.504900154826662,1.8040892427027004,Iris-virginica
+97,5.713851745579137,2.936327772209611,4.257737969117215,1.3068291470430242,Iris-versicolor
+98,5.12356565849319,2.4956430699557632,3.1568680573026255,1.1131522772771272,Iris-versicolor
+99,6.502015491856088,3.0,5.80713782696075,2.2077231214465765,Iris-virginica
+100,7.2645269353371615,2.9042912451879555,6.26556808985146,1.7881264479031733,Iris-virginica
+101,5.576660847468689,2.486730034658552,3.852537328031035,1.0824026667099225,Iris-versicolor
+102,7.672510276622414,2.5872060502926164,6.9,2.303699283117771,Iris-virginica
+103,6.3116435548195255,2.4938195697246535,4.974076928591178,1.9177288148409666,Iris-virginica
+104,6.213639589017416,2.205503182791821,4.517175375273592,1.4930063355829541,Iris-versicolor
+105,6.682833741167215,2.511011734762707,5.802163530934236,1.7976930115361673,Iris-virginica
+106,6.050387446372971,2.6859568308744337,5.083447286694744,1.5721509417314328,Iris-versicolor
+107,5.713021699871693,2.777370657383285,4.4812316035042326,1.2740866747232031,Iris-versicolor
+108,6.4994600135440415,3.202626444888207,5.075417939472983,1.9859454204864548,Iris-virginica
+109,5.404489478379099,3.400509108655284,1.7804417293063721,0.20077775340507115,Iris-setosa
+110,4.6069698742559595,3.3908879500915026,1.4040996148755243,0.30312685866576167,Iris-setosa
+111,6.263578022993207,3.0803364310870025,4.6405442586032235,1.4647393538620974,Iris-versicolor
+112,6.2790337837613155,2.312361355739588,4.4053933073725275,1.2961889855018232,Iris-versicolor
+113,6.149419877940677,3.3433103295525557,4.5741917079006695,1.5920664379248852,Iris-versicolor
+114,6.415326805411019,2.9800994724831398,5.57474321569565,1.8257891152869536,Iris-virginica
+115,5.541673954163082,2.4464995673576166,3.7971809662611595,1.0439803338149338,Iris-versicolor
+116,7.2620356045492915,2.9042167057020256,6.281079116021879,1.7921372818963681,Iris-virginica
+117,5.094183536143447,2.4947389941193654,2.9942897036124165,1.0974302883228482,Iris-versicolor
+118,4.943997717081383,2.436357923620462,3.093721228853264,1.02006091856514,Iris-versicolor
+119,4.4,3.1838023415730334,1.3089612193300413,0.20361858605261393,Iris-setosa
diff --git a/iris/tab_ddpm/3/26/test.csv b/iris/tab_ddpm/3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/26/train.csv b/iris/tab_ddpm/3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/26/val.csv b/iris/tab_ddpm/3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/27/synth.csv b/iris/tab_ddpm/3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..44e13385de18fdef7d505142d3b16a53ce7c0acd
--- /dev/null
+++ b/iris/tab_ddpm/3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998096930826,3.7961190258758366,6.418442864725541,1.9894965265352216,Iris-virginica
+1,4.889902125858099,3.0,1.402062969549684,0.19764016957370087,Iris-setosa
+2,5.19324501336845,3.4040685094809264,1.3993137443149193,0.19578408885337117,Iris-setosa
+3,5.734674861666398,2.8851396062150196,4.2216594568586725,1.3046196280301086,Iris-versicolor
+4,4.908426901075437,3.0962424267907505,1.4927088108250925,0.1,Iris-setosa
+5,7.699820209211102,2.803425992530871,6.688054626244303,2.0033176351338917,Iris-virginica
+6,4.400000443804823,2.8908593693357774,1.3828128535458877,0.19980406262640799,Iris-setosa
+7,6.254673054824186,2.291440694182987,4.444177718229209,1.3229452883517765,Iris-versicolor
+8,4.99836987961233,3.4061414433732238,1.726637972515142,0.37155858047259827,Iris-setosa
+9,4.900767625154246,3.09933817743422,1.497996669598977,0.10000010963368915,Iris-setosa
+10,4.834817007759518,3.3989865537202153,1.5456466369017778,0.21940693457984267,Iris-setosa
+11,4.602667133672112,3.6182024500905516,1.0,0.19747557894585852,Iris-setosa
+12,5.8018596661125015,3.0,4.27241071652808,1.4693081305840932,Iris-versicolor
+13,4.6014261356304225,3.3829048737843275,1.4020995861681274,0.29848692338340393,Iris-setosa
+14,6.26263515537091,2.8356535492079327,4.474297939071503,1.2353493453607054,Iris-versicolor
+15,6.317537866386941,2.9185411068649953,5.655270004912591,1.870903423831725,Iris-virginica
+16,6.523325824526964,2.8065761510358262,5.320600898493062,1.998170839244801,Iris-virginica
+17,5.7323380848668455,3.0,4.2357998517588005,1.3887392327843249,Iris-versicolor
+18,4.884358724496067,2.385311728854847,3.4562465243799236,1.00472812392693,Iris-versicolor
+19,4.967621378954405,3.385858965146549,1.492776675060043,0.3395563820185519,Iris-setosa
+20,5.086685871066182,3.8047762340434943,1.707660252316869,0.19797312107003362,Iris-setosa
+21,6.666978756997731,2.4866874405899204,5.764537971637521,1.8053665080492325,Iris-virginica
+22,5.441977359055631,3.3998727955012686,1.8187577852038057,0.20047126073434557,Iris-setosa
+23,6.008977468949509,3.387323157332082,4.491880286330833,1.5921625981606717,Iris-versicolor
+24,5.62111849307543,3.0,4.454591032623895,1.5060342772875919,Iris-versicolor
+25,6.014048375663174,2.2020181636156337,5.00730786514693,1.495514446097374,Iris-virginica
+26,6.020256452267405,2.8536346530994052,4.3188662773024085,1.235962961863415,Iris-versicolor
+27,4.887360288276895,2.4086669283005415,3.3362630113149363,1.0020956030637433,Iris-versicolor
+28,5.628186938431298,3.0,4.157731312633715,1.2794574176340983,Iris-versicolor
+29,6.713656060915408,3.2967083962611783,5.6969402441019765,2.5,Iris-virginica
+30,6.2742072188733,3.402943983061267,5.5814483074317085,2.3966991780226548,Iris-virginica
+31,6.9368495371557515,3.209215639465227,5.687801098351419,2.313486318900579,Iris-virginica
+32,5.588345489116883,2.904179688480038,3.5486317657436244,1.302425330106821,Iris-versicolor
+33,5.180837722948801,2.70454297316705,3.915917953474166,1.408391251304662,Iris-versicolor
+34,5.096968462843362,3.803702685063778,1.6823124008920174,0.201403244438929,Iris-setosa
+35,5.423149998004612,3.9,1.2978854276448466,0.3636636238711733,Iris-setosa
+36,5.568795893133451,2.892003265630645,3.608175435983859,1.3034772756025195,Iris-versicolor
+37,5.543120625474957,2.554741563741394,4.325432888727303,1.125547112036283,Iris-versicolor
+38,6.9486768319040255,3.207127317094069,5.705128661624912,2.292253854997479,Iris-virginica
+39,6.784647450098022,2.7983914446417595,4.745549941165239,1.39721261565839,Iris-versicolor
+40,6.294614537276543,2.322905015437057,4.418637900182037,1.304195807469829,Iris-versicolor
+41,6.018492648649807,3.0,4.597444364373165,1.4195378088470842,Iris-versicolor
+42,4.9886924435945454,3.6110032315699288,1.404136906709495,0.19841837967697715,Iris-setosa
+43,6.228947052948441,2.9003688647161456,5.585291878203825,1.7998279759572482,Iris-virginica
+44,4.577147437704022,3.377163573691807,1.367245081905197,0.2955447260781948,Iris-setosa
+45,5.990833346693909,3.3968335126230365,4.470480733928637,1.5822337463382332,Iris-versicolor
+46,6.778882901901619,3.209042245805195,5.746321312284717,2.2660600404172953,Iris-virginica
+47,5.992559324896319,2.6951104985332743,5.069449089961993,1.5812329015005133,Iris-versicolor
+48,5.108048798775047,3.698679191533601,1.4946010188216976,0.41867563720627354,Iris-setosa
+49,7.695678536787827,2.5878856875876175,6.89999898230125,2.30707595811333,Iris-virginica
+50,4.817873296195741,3.0,1.4008114521020636,0.1,Iris-setosa
+51,7.169339579602456,3.0,5.966658301462259,2.100240236594557,Iris-virginica
+52,5.1807140909461715,2.700436930029068,3.838498678427827,1.4036071533560155,Iris-versicolor
+53,7.341018375300372,2.902963280515461,6.334339713804839,1.8264704347120415,Iris-virginica
+54,4.596817415067435,3.3921902063616427,1.4012941535251997,0.34480721763289,Iris-setosa
+55,6.052862336333565,2.5909932857040805,5.034927001026919,1.9144151232014788,Iris-virginica
+56,4.906013989766611,3.0,1.40357716011987,0.20031643702619487,Iris-setosa
+57,4.836786799568021,3.0,1.4055995866405047,0.10000024284695014,Iris-setosa
+58,4.593662140864296,3.621594055371273,1.0,0.19918671399653387,Iris-setosa
+59,6.702243711077017,3.302483464858574,5.688116409999116,2.1104508481030404,Iris-virginica
+60,6.76203571805178,3.237025920984774,5.757352721949354,2.223032806567279,Iris-virginica
+61,7.520666738410056,2.810588573558696,6.539114599884864,1.906138591415305,Iris-virginica
+62,6.648281974312767,3.012648163126582,4.49183388753217,1.4549146979889505,Iris-versicolor
+63,5.340508435275094,3.9,1.3027735790757298,0.3559196109532233,Iris-setosa
+64,5.436905267242922,3.3833349622174778,1.7815306835193359,0.1997620667695487,Iris-setosa
+65,5.896084286657009,3.0,5.10990972737457,1.8218566503536162,Iris-virginica
+66,6.717795897549535,2.5103480555000015,5.819643760983509,1.8035144455430236,Iris-virginica
+67,7.703406830459125,2.5931961650923325,6.899998997878203,2.296752917937931,Iris-virginica
+68,5.200832648367554,3.4068930392940726,1.395437406633805,0.19855586963945474,Iris-setosa
+69,5.12230994330248,3.4986792598461722,1.4006312677518693,0.2939455788425348,Iris-setosa
+70,6.694199995785565,3.108678811773893,4.714007891863046,1.498687591419996,Iris-versicolor
+71,6.2457549922358915,3.330953619936702,4.638759625696286,1.5971957578593483,Iris-versicolor
+72,5.182580696042817,2.695578638376258,3.8726837068858053,1.4002111431469666,Iris-versicolor
+73,6.69637090732997,3.3091983514171766,5.691412411728316,2.5,Iris-virginica
+74,6.096803536683607,2.590874690718544,5.615650354504502,1.396909618551196,Iris-virginica
+75,6.780599812962454,3.2210100623560853,5.857795833288435,2.261310838024803,Iris-virginica
+76,6.509233624550743,3.0,5.844556753363645,2.1924793838547147,Iris-virginica
+77,5.681402475402085,3.800650009360576,1.8748964203861127,0.3279777789129833,Iris-setosa
+78,6.814485668756534,3.0,5.508143993653572,2.106960310352038,Iris-virginica
+79,4.400000571041733,2.8914564708590906,1.4032803289650115,0.20478540859391808,Iris-setosa
+80,5.433227279363662,3.3984344418490373,1.5059173562124675,0.3686397435836193,Iris-setosa
+81,5.680680992487067,2.8309284358706637,4.472609194338196,1.2725673198233556,Iris-versicolor
+82,5.589155966483092,2.5146893423136385,4.109791136442049,1.1318090042158664,Iris-versicolor
+83,5.382485607891932,3.8999996216462005,1.2928235083681314,0.3907769599766139,Iris-setosa
+84,6.494624338545166,2.9721453196587544,4.332896427032613,1.344964054996944,Iris-versicolor
+85,6.129856833545738,2.813814543573251,4.693726169305974,1.1900009167426362,Iris-versicolor
+86,6.12657089624754,2.95113116278847,5.5399362876834415,1.7852079758520114,Iris-virginica
+87,4.8967167653719565,3.0,1.392592415361575,0.20178902665884832,Iris-setosa
+88,4.4,2.935584433592889,1.3835149017202666,0.1964328630807805,Iris-setosa
+89,6.408669549893752,2.903497920486923,4.310943024867757,1.3041915043744545,Iris-versicolor
+90,6.9056721391571205,3.1884670539643665,5.756968582479602,2.3039983893138785,Iris-virginica
+91,6.701112830227256,3.3052223549918516,5.703820529026941,2.4999989191394887,Iris-virginica
+92,6.2696043963491,2.4957211932496124,4.929178588127395,1.5012366727106148,Iris-versicolor
+93,6.4867408814330165,3.207483714126978,5.067779560369674,2.0001957268147494,Iris-virginica
+94,5.47766237236069,2.5692284050339538,4.374070904904717,1.1781937840822305,Iris-versicolor
+95,4.506593542487334,2.3018380082092613,1.3088851126325616,0.3014218251432921,Iris-setosa
+96,6.193618917906329,2.2038267801553726,4.477070488923558,1.5017463075962003,Iris-versicolor
+97,7.265810230266982,2.8953701445616837,6.242628182096303,1.7868787455286734,Iris-virginica
+98,6.203157173704666,2.19435027793746,4.49147686066892,1.5098191860618086,Iris-versicolor
+99,6.195823721465488,2.8607147363510226,4.6764606983602865,1.2590353461871788,Iris-versicolor
+100,7.709443152788071,2.6062892816462537,6.9,2.2953184355646368,Iris-virginica
+101,5.609112685611694,2.898054615421272,3.570401476702831,1.2910230821674955,Iris-versicolor
+102,6.405975197476642,2.9078479068550593,4.297182327187158,1.302880067386322,Iris-versicolor
+103,5.04724818590493,3.5503463743795742,1.4000333763260475,0.19585578151759847,Iris-setosa
+104,7.725744378630636,2.5787402854017047,6.9,2.2860911091228604,Iris-virginica
+105,5.831221356481929,2.7146037026589487,5.094810384530184,1.9069125354192378,Iris-virginica
+106,5.106533902323538,3.709100263674875,1.5761470597484175,0.38681466386958857,Iris-setosa
+107,6.536046568243932,3.0,4.325277492670147,1.363084095929698,Iris-versicolor
+108,6.30549543370928,2.513895046990695,4.894674816560094,1.4937232104696017,Iris-versicolor
+109,6.247295738787099,2.5189709542025684,4.958190101904754,1.5043309537573315,Iris-versicolor
+110,7.111099034065642,3.0,5.935254411149233,2.1027266707930727,Iris-virginica
+111,6.641557050914441,3.0,4.442666688445172,1.428871224355799,Iris-versicolor
+112,6.799785918849598,3.197548360133891,5.772471175441844,2.283305839881247,Iris-virginica
+113,6.3054291137183744,3.2956031580355143,4.691376162617172,1.5938667070665502,Iris-versicolor
+114,4.766773592224845,3.371722020875881,1.495913279017817,0.2119264135157672,Iris-setosa
+115,5.001521703665873,2.0,3.518890826671174,0.9929526961622395,Iris-versicolor
+116,5.000979836323243,2.0,3.512818925646187,0.9832155074692559,Iris-versicolor
+117,6.315287795958744,2.4271672888608595,4.82782629418228,1.508781607436383,Iris-versicolor
+118,6.315014691564952,2.4854033328036436,4.846629697281447,1.506518865264818,Iris-versicolor
+119,5.585396680275719,3.0,4.5078453289068765,1.5071135741698534,Iris-versicolor
diff --git a/iris/tab_ddpm/3/27/test.csv b/iris/tab_ddpm/3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/27/train.csv b/iris/tab_ddpm/3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/27/val.csv b/iris/tab_ddpm/3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/28/synth.csv b/iris/tab_ddpm/3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3dc03f08faefc94547986cc441569220f063d6f4
--- /dev/null
+++ b/iris/tab_ddpm/3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.723287541679857,3.8039019965420278,1.7603705188312786,0.30520502669926575,Iris-setosa
+1,6.091845244461546,2.9763851465208737,4.478574042130474,1.4686548312935996,Iris-versicolor
+2,6.491265429372891,3.0110571987554327,5.3392754120570345,1.8629893684827796,Iris-virginica
+3,4.9002262920341595,3.0,1.3960335376639725,0.19995207449274627,Iris-setosa
+4,5.415943801995011,3.4000985558615056,1.49699694091045,0.38497917976185186,Iris-setosa
+5,6.312920884233263,2.3141809179156225,4.371012794696439,1.2961130797558924,Iris-versicolor
+6,5.154192854931319,3.4634808918518027,1.3997701681826464,0.19704371001940862,Iris-setosa
+7,7.35335257541405,2.895102020123849,6.3058284444015325,1.800066498604798,Iris-virginica
+8,6.146751723790654,3.333238630895814,4.613458637763546,1.6061039652704059,Iris-versicolor
+9,5.592766594148879,2.4856631102111346,3.8889059377968094,1.098483768114418,Iris-versicolor
+10,6.0559675782619165,3.360827457842501,4.5694256987749835,1.5997239951491782,Iris-versicolor
+11,5.68353493744458,3.794457102187202,1.6880325689577098,0.29379864803901534,Iris-setosa
+12,6.343351498985014,3.4020487665576375,5.58500958089068,2.3958956606232773,Iris-virginica
+13,6.709934730857312,3.3183925607999916,5.700079819445177,2.5,Iris-virginica
+14,6.096510171040747,3.243861049110151,4.593045661907399,1.5672367064867248,Iris-versicolor
+15,5.925966487968434,3.0,5.1603575847638705,1.8053732825060467,Iris-virginica
+16,4.908337429915705,3.11638772536225,1.5508294210236653,0.1,Iris-setosa
+17,5.030703994255101,2.477443176227236,3.2892840598841895,1.0932830435252021,Iris-versicolor
+18,6.017648009355661,2.210840129544471,4.976589254007128,1.4889945574028511,Iris-virginica
+19,7.321591841351708,2.9049217744533298,6.3503971953840015,1.8068379375031458,Iris-virginica
+20,7.71782324610108,2.6131403867418403,6.899998620299425,2.277086454898736,Iris-virginica
+21,7.713651588644603,2.808833414931622,6.6959677486194495,1.9911360896926984,Iris-virginica
+22,7.703751423269796,2.608683301024895,6.9,2.315929051651484,Iris-virginica
+23,7.9,3.797265174068544,6.451365903367328,1.9919632428419565,Iris-virginica
+24,6.093030952765042,3.0,4.63262361680408,1.3938675912713132,Iris-versicolor
+25,6.8704175177840625,3.1080566277835677,5.07929118625096,2.2931661725936787,Iris-virginica
+26,5.106658206245325,3.49400806259205,1.3937671457573177,0.20134593110518054,Iris-setosa
+27,5.353617783516364,2.427856494505332,3.5693552555137176,0.9793291416271366,Iris-versicolor
+28,6.333651362952818,2.506609341913722,5.010343331103335,1.894963408989803,Iris-virginica
+29,6.305059174478949,3.4042370966382034,5.613767324641388,2.3956652217812455,Iris-virginica
+30,6.308485739323898,2.3344962759315355,4.446586788365587,1.3092277935605239,Iris-versicolor
+31,4.400000559531467,3.175502516277682,1.3269547006743734,0.20194016959272854,Iris-setosa
+32,7.349336702468939,3.0,6.269976014882957,2.094459660426127,Iris-virginica
+33,6.499271447163145,3.0,5.49651482075154,1.7964975735403397,Iris-virginica
+34,6.253424417647541,2.249289219222331,4.5083561516351285,1.4884548720207973,Iris-versicolor
+35,5.091352756959248,3.7031803645106143,1.4990433166558867,0.3952936556922576,Iris-setosa
+36,5.1219009114272875,3.7960724925050995,1.533896386384779,0.20732160043417025,Iris-setosa
+37,5.142345861999705,3.5080564618633088,1.4125507955905567,0.20185312535940067,Iris-setosa
+38,5.665007314027465,2.882743602584796,4.295949936765731,1.3006387545799023,Iris-versicolor
+39,6.458164763223369,3.0,5.520533770348935,1.7903617220613757,Iris-virginica
+40,6.2246000186448835,2.5404198495280843,5.015069866953449,1.5299519374501336,Iris-versicolor
+41,5.976419161864406,2.8977527019634888,4.47751368283393,1.50044276868824,Iris-versicolor
+42,5.592679076238914,2.874419729864719,3.5843449546811748,1.308881584600086,Iris-versicolor
+43,5.705650741043155,3.803124955536941,1.6032095254316583,0.30718217394949454,Iris-setosa
+44,5.811196229357156,2.696256976238413,4.1067038329592185,0.8676075564719403,Iris-versicolor
+45,4.62122472438675,3.588911760584496,1.0000003761159482,0.1962134047749841,Iris-setosa
+46,5.101509243022814,3.49844530214121,1.399018768723134,0.30799843150597106,Iris-setosa
+47,5.5662640210722465,2.49867431670926,3.8527419436335246,1.0673561110736791,Iris-versicolor
+48,5.965921196835199,2.6925846456776625,5.077439276572834,1.5865351030026142,Iris-versicolor
+49,5.9968584999728725,3.38186746949511,4.454674225275227,1.6197402314204932,Iris-versicolor
+50,5.418983305257478,3.396034076944171,1.5803081104189942,0.20103501713231192,Iris-setosa
+51,4.4,2.900432282910065,1.397597351432079,0.19758806980425264,Iris-setosa
+52,4.899678494634607,3.078879292825334,1.49766960466546,0.1,Iris-setosa
+53,4.4,2.901077416015044,1.3992378909189915,0.20369613509100779,Iris-setosa
+54,6.2284634982231095,2.1976460881569273,4.5206288738724,1.4982928576161831,Iris-versicolor
+55,6.588222383785435,3.0,4.382654701090908,1.386434495276224,Iris-versicolor
+56,5.201720129101417,2.7081225712926766,3.8683719709218103,1.4011102791804069,Iris-versicolor
+57,6.828140310793196,3.1908467612742095,5.773132914123509,2.29624666211344,Iris-virginica
+58,6.282641439179362,2.486972286560155,4.992380319265303,1.8981277853452505,Iris-virginica
+59,6.839055012879263,3.204466014270835,5.691699009404499,2.2821499350971792,Iris-virginica
+60,6.31599886801648,3.402732620579198,5.614465433194184,2.3998982773872695,Iris-virginica
+61,6.583196698865755,3.0,5.777092760770367,2.196848426746478,Iris-virginica
+62,5.0988794893258556,3.5027663778314335,1.3982539387487491,0.2937855410479713,Iris-setosa
+63,6.138944077838824,2.6085436075986865,5.606911109202704,1.4153529716918856,Iris-virginica
+64,6.698090872601047,3.3187955101310833,5.692476173361392,2.5,Iris-virginica
+65,5.424735916831891,3.899999596341644,1.2750824687985018,0.40488919641161353,Iris-setosa
+66,6.2949630153536695,2.3005081328607395,4.390039309183164,1.308051546884491,Iris-versicolor
+67,6.698133988657545,3.293415092380321,5.6854476794861135,2.5,Iris-virginica
+68,7.696607690357352,2.8071890295133333,6.6968393513049005,2.012483144588396,Iris-virginica
+69,5.783473083555166,2.7036991195670876,4.097146512757316,1.004927901833751,Iris-versicolor
+70,4.4,3.225147037615006,1.2999333487429112,0.19905577705261762,Iris-setosa
+71,5.399143994765593,3.8999995430949053,1.3057778984653978,0.3733160923422818,Iris-setosa
+72,7.544311504286654,3.0,6.570029212131727,2.1232160818771812,Iris-virginica
+73,5.027443905703318,3.636138874139505,1.4166868962883463,0.21087250178866457,Iris-setosa
+74,5.0989963142663814,3.495734943891346,1.3993516238962678,0.20259311679785705,Iris-setosa
+75,4.806680449918893,3.0,1.4019566485403978,0.33182411103637693,Iris-setosa
+76,5.388610750148519,3.401109944520551,1.5387776258541037,0.1926740201581647,Iris-setosa
+77,5.655586572081331,2.901075420314576,3.921947167715116,1.301260268245795,Iris-versicolor
+78,5.81683810688631,2.989605732952228,4.243008822653576,1.3554856396766317,Iris-versicolor
+79,5.098326076871688,3.4969948401025803,1.401490099279487,0.20168096831152663,Iris-setosa
+80,4.905547671022516,2.4154003955411647,3.3976492826447027,1.0227003115028241,Iris-versicolor
+81,4.786421877966485,3.385236167263181,1.5894991816036423,0.2019298062741502,Iris-setosa
+82,6.103966889311917,2.593423306590903,5.599652933692399,1.3921618229910688,Iris-virginica
+83,5.648729614346572,2.965093613451037,4.125265451402576,1.292608131100128,Iris-versicolor
+84,4.877570555881208,2.3776975445507356,3.2607707580319927,0.942746445237836,Iris-versicolor
+85,5.792768391091971,2.732671141431662,4.141351437129997,0.9919291996008581,Iris-versicolor
+86,5.299305896786862,3.673883085424018,1.4985432620308576,0.19850778268885655,Iris-setosa
+87,5.19938887368981,3.4114528844988534,1.3723506162649426,0.20254098495242184,Iris-setosa
+88,5.425108593213206,3.399259051709165,1.665622887983275,0.20096268476019052,Iris-setosa
+89,4.803800314279921,3.38059776486619,1.6479601947719134,0.19534281924857416,Iris-setosa
+90,6.071903039406209,3.377905692273181,4.553345645140424,1.572715317273586,Iris-versicolor
+91,6.614211417235368,3.273914527870636,5.7376858122341705,2.3271993161846565,Iris-virginica
+92,5.639088372691972,2.5296801493101873,4.018532637419294,1.1066566537163907,Iris-versicolor
+93,4.400000488697236,2.9039303328868136,1.404038368411744,0.1970133036415983,Iris-setosa
+94,6.689472109976342,3.289108071389629,5.6715484938605645,2.499999508701028,Iris-virginica
+95,7.6667520327890974,2.591643501276325,6.899998756379222,2.2939629188761943,Iris-virginica
+96,5.1926681171879645,2.6980417560806216,3.8148857443887785,1.3981375233608984,Iris-versicolor
+97,4.4,3.1288565188859776,1.3041154004544802,0.20014701165695084,Iris-setosa
+98,5.6175847789884905,3.0,4.100874243983094,1.3038544424903948,Iris-versicolor
+99,6.012388576089641,2.67690557447656,5.056381352153378,1.6175193848482157,Iris-versicolor
+100,4.6172189182993995,3.4008426213933594,1.3883523005120924,0.30746279008503663,Iris-setosa
+101,6.358142906136096,2.8910933976886883,4.31066473430076,1.2913876353902811,Iris-versicolor
+102,6.701441964262447,3.299837452152841,5.69666984839366,2.09713669819117,Iris-virginica
+103,4.400000689528648,2.9127154762024015,1.401286071966172,0.20210416525837835,Iris-setosa
+104,6.297822347903476,2.4602564616018485,4.885552756704512,1.5216873014343755,Iris-versicolor
+105,5.974252439611824,2.2001844308138883,4.98372444253749,1.5016603743956871,Iris-virginica
+106,4.607250475363416,3.589809561986466,1.0000004055056555,0.1958208294146264,Iris-setosa
+107,5.424349563623706,3.393040010426009,1.742825598208165,0.19719732279589391,Iris-setosa
+108,4.609759118524483,3.61198020324402,1.0000004067298796,0.19742014962469212,Iris-setosa
+109,6.529626989778835,2.9718684289735244,4.337567806042278,1.3527681547070276,Iris-versicolor
+110,4.4,3.1902855627840507,1.28162076750335,0.20059740726761685,Iris-setosa
+111,5.03350221725839,2.446348512322411,2.9117824643561194,1.0518936484000614,Iris-versicolor
+112,4.81906487137257,3.0,1.405393508620497,0.1,Iris-setosa
+113,6.498511284623644,3.197178299837323,5.125019606636082,1.996747931748474,Iris-virginica
+114,6.2972302995778096,2.516249108929354,5.26655051407525,1.9036234995295203,Iris-virginica
+115,7.9,3.8078151074000988,6.394667442954188,2.028358812699546,Iris-virginica
+116,6.810077016758727,3.206926163394435,5.7983631837333585,2.298414010422877,Iris-virginica
+117,5.024301177581781,2.0,3.510903561644616,0.9760923254972633,Iris-versicolor
+118,7.676922904335241,2.7946784303128567,6.69794691979165,2.001624389004345,Iris-virginica
+119,5.89944697882917,3.0,5.088171908851032,1.793595722603386,Iris-virginica
diff --git a/iris/tab_ddpm/3/28/test.csv b/iris/tab_ddpm/3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/28/train.csv b/iris/tab_ddpm/3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/28/val.csv b/iris/tab_ddpm/3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/29/synth.csv b/iris/tab_ddpm/3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a295cff32bd8254161ffdb81509a5bf12321b2d5
--- /dev/null
+++ b/iris/tab_ddpm/3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5679110539840435,3.0,5.448174607557572,1.8997459718232468,Iris-virginica
+1,5.527897206632158,2.6080749640967316,4.420447812102899,1.2096390750990946,Iris-versicolor
+2,4.508608994496443,2.3483178738044868,1.2818598058127386,0.29986481188734254,Iris-setosa
+3,5.191687301814593,3.426635956387969,1.4020622301478767,0.20486946147551957,Iris-setosa
+4,5.439205777097218,3.9,1.2992272764521398,0.4128744084136217,Iris-setosa
+5,5.794226333368049,2.712155604541429,4.149659600894253,1.017882596233618,Iris-versicolor
+6,4.4959002971551465,2.3130177443808684,1.2958408167101305,0.29285893702640164,Iris-setosa
+7,6.0578645992430875,2.637596698156003,5.076757772777675,1.5722701607302403,Iris-versicolor
+8,4.592595393562527,3.617938180688171,1.0,0.1956769677100212,Iris-setosa
+9,6.302778894120175,2.3255537804789173,4.408025942981078,1.3069930766611064,Iris-versicolor
+10,5.620064394181591,3.0,4.100128127354705,1.2789350295392754,Iris-versicolor
+11,5.005054289474202,3.5830535653485414,1.4050507276487594,0.19989657499008642,Iris-setosa
+12,5.701799672642513,2.8847833864279804,4.367538024747724,1.3066012722765512,Iris-versicolor
+13,5.480176138263081,3.9,1.3267264741101679,0.3756451744849005,Iris-setosa
+14,6.311280329858546,2.5034484570765785,4.908523082586789,1.5106291770842737,Iris-versicolor
+15,5.09754432540961,3.6932922377865616,1.497649924657272,0.4180705967643074,Iris-setosa
+16,4.8140348320356265,3.0,1.3841297400462875,0.1,Iris-setosa
+17,7.710088911650883,2.5988642643665303,6.9,2.2931404433648117,Iris-virginica
+18,4.807399336081502,3.401407032210286,1.5717297536230337,0.19868716650954915,Iris-setosa
+19,4.40000045947075,3.173636197636362,1.3213412906780553,0.19874544706158243,Iris-setosa
+20,5.042999888500412,3.5579068280677566,1.38470411406658,0.19988455311031625,Iris-setosa
+21,6.024180665946698,3.396413044199566,4.517531804983014,1.61441106087023,Iris-versicolor
+22,5.6808062711176355,2.908613451819055,4.155251115645943,1.302541504570356,Iris-versicolor
+23,6.3042502264942115,3.3926960093742857,5.600413575028732,2.395261979256606,Iris-virginica
+24,6.900696802624435,3.111768521034694,5.1417588439956505,2.3111577486046215,Iris-virginica
+25,7.581813680920173,3.0,6.563621532383311,2.128764704664118,Iris-virginica
+26,6.079074065967646,2.5748298976915165,5.533924992065641,1.397584753325721,Iris-virginica
+27,5.679528117389543,2.801640918650243,4.4706148343138254,1.2962672526442693,Iris-versicolor
+28,6.305303605011922,2.275836533506526,4.4013270573195955,1.3069671058701349,Iris-versicolor
+29,6.815215523177049,3.1769959810946227,5.777901254509109,2.286307520235549,Iris-virginica
+30,5.064104950195143,3.5141763205249568,1.3882531704483196,0.20021396166293023,Iris-setosa
+31,5.414245086601873,3.9,1.3026676742996859,0.3991539815008692,Iris-setosa
+32,5.250825468472082,3.684592685676528,1.4706454694001811,0.19596890720065402,Iris-setosa
+33,7.688273395625895,2.8141785674043014,6.694505010139548,1.9961860020890727,Iris-virginica
+34,7.599217731299505,3.0,6.608265496655616,2.1080978848318495,Iris-virginica
+35,4.8960590940637285,3.1026129716241564,1.5557198061923831,0.1,Iris-setosa
+36,6.213120141414579,3.328301473105839,4.65449542940489,1.6115031159517004,Iris-versicolor
+37,6.801560453000588,3.1800402137971284,5.814551948096706,2.29680763599671,Iris-virginica
+38,4.867932857803881,3.0,1.4003732927202672,0.20248948652346016,Iris-setosa
+39,6.300346359301512,2.2967016281997608,4.391351277435017,1.2949776891961196,Iris-versicolor
+40,5.893352445798784,3.0,4.169632413658938,1.4934925200380946,Iris-versicolor
+41,4.8190894324790134,3.0,1.4091282167294898,0.10000012388616229,Iris-setosa
+42,6.805632835681939,3.0,5.459672931695788,2.123797835089904,Iris-virginica
+43,5.101203039895464,3.501320876814229,1.3892315415191077,0.31178159347372025,Iris-setosa
+44,6.30592130064584,2.913749082987547,5.599264921971511,1.7988808481303509,Iris-virginica
+45,6.6062855592600895,3.0,4.415949510520105,1.4068717082630167,Iris-versicolor
+46,5.997419984970877,2.878537270607455,4.4920663743938025,1.5011621424711008,Iris-versicolor
+47,7.35108802139833,2.9179891659376915,6.353392850567567,1.8075354278334563,Iris-virginica
+48,5.586280998100264,2.9218652065623565,3.6720090707542794,1.2789367370018987,Iris-versicolor
+49,5.4587820479861495,3.8999996303414393,1.290156090295276,0.41126990602988833,Iris-setosa
+50,6.284136528567465,3.253689148848626,4.686655332331648,1.5774824671200096,Iris-versicolor
+51,6.130539443696468,2.849686922573911,5.536532182852836,1.780532570740685,Iris-virginica
+52,4.995479790881386,3.616112152479073,1.3947451380924054,0.1972121469688242,Iris-setosa
+53,6.548455570499513,3.0,4.382151833395064,1.373775648653079,Iris-versicolor
+54,6.084753604142823,2.5962268343853374,5.590400066166906,1.3999681204045789,Iris-virginica
+55,5.523571722752466,2.372450665042681,3.7293572194230347,1.0214178007630497,Iris-versicolor
+56,6.203279067895216,2.1959558831473194,4.486761169648528,1.5029102126975318,Iris-versicolor
+57,5.997743427139572,2.703347252544095,5.099014667095239,1.5733346192125763,Iris-versicolor
+58,5.534422236171309,2.503988838631364,4.217249957353088,1.1644883401485928,Iris-versicolor
+59,5.3583594668948304,3.412167314793655,1.4960134303070567,0.3645390748819354,Iris-setosa
+60,6.299707434382883,2.5121477546511533,4.888624810058744,1.4983809198668958,Iris-versicolor
+61,4.813724892988943,3.3945090168262295,1.53582860869754,0.20376596674253317,Iris-setosa
+62,4.776404283326444,3.0,1.3895602049014675,0.1,Iris-setosa
+63,5.157662370606889,2.4655126378185694,3.2395040705278335,1.0858896282462382,Iris-versicolor
+64,6.793948874168054,2.7918798121459245,4.7742252632048565,1.3943681714527905,Iris-versicolor
+65,6.935262752691534,3.1066934011216727,5.108604756370998,2.3053647791525265,Iris-virginica
+66,6.546794848900192,3.1687264066775036,5.175506401280523,2.010868153627446,Iris-virginica
+67,5.427794587523524,3.394967484069115,1.6134086906844944,0.44268979243326734,Iris-setosa
+68,4.995657569170384,3.4009286360057294,1.6723998965321882,0.4110502529835725,Iris-setosa
+69,6.009006667158379,2.694789099487299,5.0666832487023035,1.5923722747105975,Iris-versicolor
+70,6.421759674554667,2.909953207573277,4.303059159497978,1.3199812485439328,Iris-versicolor
+71,5.697221723883926,3.7966350985230526,1.8249022369657208,0.29828678430662997,Iris-setosa
+72,6.917047117954962,3.1703290077579602,5.522490779130748,2.3021462460007553,Iris-virginica
+73,6.294980238103184,2.502455183567056,4.905982340447289,1.4958920494321228,Iris-versicolor
+74,6.562387670630239,3.190265098094427,5.179005181840244,2.05465725922568,Iris-virginica
+75,6.484890971752092,3.0,5.5232176277534855,1.8156332836240008,Iris-virginica
+76,5.972952365527666,2.8963732822407993,4.52867123597731,1.500863413047585,Iris-versicolor
+77,5.138868512003551,3.796579039309103,1.5632388671524076,0.2039849206534829,Iris-setosa
+78,6.234162678202004,3.2292738942204697,4.663029444887054,1.551422057208297,Iris-versicolor
+79,6.36707198314968,2.8815674665841584,4.2739412619437465,1.26053719862685,Iris-versicolor
+80,5.907496908488025,3.0,4.188869934585047,1.491721376059609,Iris-versicolor
+81,6.304560832126072,2.2702938498064427,4.3993187129306355,1.3089872509690101,Iris-versicolor
+82,6.8971430262594735,3.075104480709599,5.340549749609715,2.248064186838852,Iris-virginica
+83,4.400000547978484,3.1912926893617137,1.3288477148162667,0.1967426573220334,Iris-setosa
+84,4.903870973550976,2.4284798617249157,3.3919135666135487,1.0173203212224666,Iris-versicolor
+85,6.584960414364352,3.0,4.388058267760305,1.3954376067159153,Iris-versicolor
+86,6.300689016370841,2.306346346916305,4.384338260461986,1.2914872476081873,Iris-versicolor
+87,6.203043586895893,2.1977316494913826,4.468098476852251,1.4953175489316626,Iris-versicolor
+88,5.617100050845156,3.0,4.496887683229549,1.5006414876297278,Iris-versicolor
+89,6.28816935062411,2.874958284432653,5.606424865037631,1.7913372036554598,Iris-virginica
+90,6.2095959667342715,2.1934588575278253,4.503518724391906,1.4994126154527485,Iris-versicolor
+91,7.710565097962939,2.591242028741562,6.9,2.295684843355859,Iris-virginica
+92,4.908637954751704,2.421340869439494,3.27608247413168,1.0203074445343385,Iris-versicolor
+93,4.7953403407941,3.396890430412857,1.5874552533380524,0.19891720785976547,Iris-setosa
+94,6.088600458622657,2.795259406085362,4.706472478955576,1.1926415478616266,Iris-versicolor
+95,6.7158267032438514,3.303761251356228,5.71576492771167,2.108782722465257,Iris-virginica
+96,5.674198806959236,3.8027294279765096,1.7437827767413931,0.2919699491563412,Iris-setosa
+97,5.978762903777622,2.2025870642898453,5.017424708560161,1.494362567569928,Iris-virginica
+98,4.989325123232241,2.0000005232861033,3.506832406642564,1.016593546575752,Iris-versicolor
+99,7.5552411670430075,3.0,6.554794802968097,2.101524100432402,Iris-virginica
+100,4.895068237166476,3.0,1.3781302163756606,0.20014018861286165,Iris-setosa
+101,4.909135761339096,3.0,1.3901128384868686,0.20022561509756798,Iris-setosa
+102,5.709108785200807,2.902390026752525,4.231283399673759,1.3016610613269008,Iris-versicolor
+103,6.500648607537181,3.1898389490960177,5.0869967860648355,2.007795880250723,Iris-virginica
+104,5.619503349738224,2.9980899236412393,3.8421771060262815,1.2988101307548447,Iris-versicolor
+105,7.9,3.807429176223155,6.404832286338174,1.9859282325999013,Iris-virginica
+106,6.305077063338841,2.318442070316206,4.425840081702725,1.308685494680287,Iris-versicolor
+107,7.32171841124926,3.0,6.319537516773407,2.0958248249853626,Iris-virginica
+108,5.493648115691671,2.589162377077738,4.393677860302594,1.1784551093033115,Iris-versicolor
+109,6.511273155716756,3.0,5.852800712773301,2.2038137540852514,Iris-virginica
+110,5.200896135714032,3.4073369426713658,1.403044866178368,0.19705198384226985,Iris-setosa
+111,6.201613337739419,2.1953499345765883,4.482374023716702,1.4941344305455477,Iris-versicolor
+112,5.611176879253165,2.9137866211348626,3.7675635067695796,1.300957096256668,Iris-versicolor
+113,5.060816310844118,3.507879641924001,1.3932068370319637,0.2038863092551419,Iris-setosa
+114,6.952381122129728,3.0,5.695883905272529,2.1081073229106253,Iris-virginica
+115,5.499841251924784,2.405909526515388,3.653739478952387,1.0006478498566727,Iris-versicolor
+116,7.603502071285485,3.0,6.6114654522768666,2.103493354787349,Iris-virginica
+117,6.486896038105211,3.183504308242063,5.133040311359782,1.9711061012144007,Iris-virginica
+118,5.7361851045593735,2.885970226593793,4.201155982764554,1.3090173015330426,Iris-versicolor
+119,4.805636300460509,3.0,1.4038867577108736,0.10000009723995004,Iris-setosa
diff --git a/iris/tab_ddpm/3/29/test.csv b/iris/tab_ddpm/3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/29/train.csv b/iris/tab_ddpm/3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/29/val.csv b/iris/tab_ddpm/3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/3/synth.csv b/iris/tab_ddpm/3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bdb2d4d48cbf11ac4c111bc87977d6b993bf65d9
--- /dev/null
+++ b/iris/tab_ddpm/3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.821501494671319,3.40335344356776,1.639298286171643,0.2001897025865967,Iris-setosa
+1,4.504535854226955,2.3097685967277375,1.3028971937944491,0.31716055049918707,Iris-setosa
+2,6.727627681307009,3.293008524777866,5.693970629944089,2.134463187904616,Iris-virginica
+3,4.400000580344362,2.902482374375154,1.370913182270905,0.1985117419247493,Iris-setosa
+4,6.489598142127395,3.0,5.531978394157073,1.7923596725780575,Iris-virginica
+5,6.167413039707214,2.218147812250141,4.4754595118912555,1.4876977163559069,Iris-versicolor
+6,4.4,3.205517068000848,1.2981082681129756,0.20062114294421304,Iris-setosa
+7,5.992602655667962,2.8769506502573585,4.534241493080752,1.503190680278423,Iris-versicolor
+8,4.996336987315673,2.0,3.5224127226751687,0.921913960291906,Iris-versicolor
+9,7.8999985802336745,3.7944859520281486,6.374112543601022,1.9821287267972405,Iris-virginica
+10,5.3895429749036285,3.8999995477343186,1.2971448626578446,0.443599717526707,Iris-setosa
+11,6.0225946295325965,2.7146946033170325,5.051072445434139,1.6084021215724023,Iris-versicolor
+12,5.559029062844154,2.449041465685725,3.807502350301317,1.0366757221421028,Iris-versicolor
+13,5.530571249112859,3.0,4.0313866801147835,1.3069766359749828,Iris-versicolor
+14,6.076531015753616,2.5947371132687587,5.6057753711252545,1.4081137654246227,Iris-virginica
+15,5.039437159931197,3.5621853956343275,1.396806655041771,0.20334063434323565,Iris-setosa
+16,4.40000048039329,3.1596786628910434,1.3028693004245357,0.203600250184103,Iris-setosa
+17,5.6266220046468804,2.900202612404879,3.606382017393323,1.309108567796355,Iris-versicolor
+18,6.507960376042111,3.2196458237782677,5.15644037712655,2.0244824939637636,Iris-virginica
+19,5.103396066982134,3.8094612059943485,1.8021188512887831,0.2008442011653763,Iris-setosa
+20,6.100283048214576,2.8311865660775655,4.677289779423777,1.2015315622822593,Iris-versicolor
+21,6.194862152521001,2.1964199547472405,4.537721257759709,1.5085777949673758,Iris-versicolor
+22,5.6936915803198405,3.795335672476728,1.4991185398667544,0.3032400371379322,Iris-setosa
+23,5.427120025573382,3.407750052359231,1.5969532925368022,0.20344806973349924,Iris-setosa
+24,5.989870145765921,2.685343356309745,4.987447187410723,1.568326289553002,Iris-versicolor
+25,4.598634049888409,3.5855824157180773,1.0000005087481656,0.2023213707550399,Iris-setosa
+26,6.6601323845509866,2.826313384121601,4.535345037643724,1.3499969080551133,Iris-versicolor
+27,5.008303701429949,2.000000997919692,3.4391364687827664,0.9864589048580428,Iris-versicolor
+28,5.5982870900647255,3.0,4.501484003841453,1.5122112981826872,Iris-versicolor
+29,6.309179580709206,3.400217544350879,5.589551829229302,2.40019025992641,Iris-virginica
+30,6.900454205723517,3.106596870566181,5.1494494257736445,2.319477862547277,Iris-virginica
+31,4.4,3.1929605662826246,1.3015101610934623,0.19861163544777455,Iris-setosa
+32,5.028434239223666,3.5738610949880143,1.402336687634152,0.20341066955201975,Iris-setosa
+33,5.372305750882232,3.384696463043709,1.52425414334819,0.20007051239300855,Iris-setosa
+34,5.3963444259648305,3.405661869209107,1.4984983655825213,0.37716670449842427,Iris-setosa
+35,7.7043901358688425,2.6119209076487486,6.9,2.3046501770068284,Iris-virginica
+36,4.607456832932006,3.5909114542350897,1.0,0.19600223946589876,Iris-setosa
+37,6.000226832913806,2.770646841710331,4.271583102240446,1.1737926813791648,Iris-versicolor
+38,6.193101426708659,2.2015480776569953,4.520862004999258,1.5056269949427847,Iris-versicolor
+39,6.799371107662502,3.1993777085020207,5.95023903970521,2.287896541973108,Iris-virginica
+40,5.610619371006995,3.0,4.49658699852325,1.5012239177998574,Iris-versicolor
+41,5.738833692590951,2.822667215491839,4.499979058902913,1.3077219766676087,Iris-versicolor
+42,5.612265979005997,2.904258150025332,3.6120356236121696,1.2870505620254797,Iris-versicolor
+43,5.601577855691923,3.0,4.09395055246422,1.2941356646627735,Iris-versicolor
+44,4.987597304005864,2.0,3.4499284570199333,1.0348992018744751,Iris-versicolor
+45,5.759319390978625,2.832454837674336,4.281110526200392,1.2755056516739134,Iris-versicolor
+46,5.802160073690889,2.70475975576316,4.093068683106632,1.0038420455346844,Iris-versicolor
+47,5.567159588176855,3.0,4.5137857771454435,1.4946902952040677,Iris-versicolor
+48,5.371596440892466,3.402458501751683,1.4964595721049803,0.3785397503274906,Iris-setosa
+49,4.4,3.1822038210804418,1.284147335115703,0.20225636439903666,Iris-setosa
+50,6.030460149554641,3.399599118380766,4.507221245760641,1.5960590594607706,Iris-versicolor
+51,6.01754515601665,2.7294435912344532,4.994777323390338,1.5447519135393366,Iris-versicolor
+52,7.298975532169464,3.0,6.234876321454498,2.069356325703289,Iris-virginica
+53,6.695218749866278,3.102058081867337,4.672164113403031,1.4881272122793732,Iris-versicolor
+54,5.809542790139332,2.698084787244271,4.121510757869403,1.013968507745298,Iris-versicolor
+55,6.79018834392515,3.0,5.501634506572926,2.0903715321790677,Iris-virginica
+56,6.25300804247355,3.300558511480949,4.670864048535166,1.5679554384218497,Iris-versicolor
+57,6.29181096535975,2.4812444825921873,4.868038769523436,1.483515378257141,Iris-versicolor
+58,5.8823975096021694,3.0,4.204327990434414,1.5000799932219802,Iris-versicolor
+59,6.569613964905972,3.0,4.390044316830559,1.3787957095584866,Iris-versicolor
+60,5.400782394565126,3.3963393824856696,1.5845740572014315,0.19729818586106604,Iris-setosa
+61,6.29219307222388,2.4902961469818874,4.859734798094964,1.5211249448485598,Iris-versicolor
+62,4.81640064486686,3.393171910374538,1.5111847547266684,0.19819334369622765,Iris-setosa
+63,5.096733509273469,3.696786454940586,1.510680958923182,0.39377853507987415,Iris-setosa
+64,5.128783827773025,3.777953072659652,1.6799669679562692,0.2011374101254476,Iris-setosa
+65,5.698419859993649,2.807729554603382,4.504812796433602,1.3008779567464352,Iris-versicolor
+66,5.273552505479042,3.6773378888198502,1.4924582203563104,0.19753190076083976,Iris-setosa
+67,6.699718983453753,3.3094512136743086,5.681442851194602,2.108340187352796,Iris-virginica
+68,6.810317509621365,3.0,5.524871109957526,2.0997902820752805,Iris-virginica
+69,5.083193422892769,3.5183783066340135,1.402831616741099,0.19835703898321266,Iris-setosa
+70,4.5669095780832345,3.5845443980373646,1.0,0.20512164277582895,Iris-setosa
+71,5.000045917756381,3.404034705752505,1.5233854423898416,0.3807870938496073,Iris-setosa
+72,6.298960760920338,2.3180894761288573,4.369269488780263,1.305473784229484,Iris-versicolor
+73,6.492379344800093,3.1906767095307234,5.149942917468215,2.0117735268474974,Iris-virginica
+74,6.6967651723084245,3.2782307529262615,5.709802163446847,2.4999994435291195,Iris-virginica
+75,5.3988867294219345,3.9,1.291290322725255,0.4282163673428103,Iris-setosa
+76,5.7850360801222935,2.7193632340413685,4.2641948498033075,1.068313865093285,Iris-versicolor
+77,6.3202361141541346,3.2976118105265706,4.681380294089544,1.611160348925436,Iris-versicolor
+78,4.590887576707997,3.3922756521974367,1.3944630236389193,0.3020575358171445,Iris-setosa
+79,4.601427897190871,3.4121240965702246,1.4026212016791897,0.31018234783177046,Iris-setosa
+80,6.709848393894044,3.279074690218717,5.7027534524212555,2.0969384571314476,Iris-virginica
+81,4.502876733549027,2.277575467268742,1.3032103417046375,0.3193573322452657,Iris-setosa
+82,6.020556286020914,3.397047126707216,4.506488994333595,1.597653854168922,Iris-versicolor
+83,7.151797545419539,3.0,5.9812645102339745,2.092029139309759,Iris-virginica
+84,7.721937223712706,2.611876434210641,6.899998673621257,2.3097272961480333,Iris-virginica
+85,4.9031138802509675,3.10081532347401,1.488944865000215,0.1000001265973051,Iris-setosa
+86,6.300752203949966,3.273497718340656,4.710591856273659,1.5963147172944987,Iris-versicolor
+87,4.987290016116164,2.0,3.438178494413695,0.9588091706843496,Iris-versicolor
+88,7.705193198167217,2.623199633653668,6.899998185964597,2.3217643406658053,Iris-virginica
+89,6.306675544363139,2.2868755253553243,4.4316036221132595,1.271242429032445,Iris-versicolor
+90,6.212031096077261,2.1859171991465614,4.520760001332104,1.4935304977902144,Iris-versicolor
+91,5.652186726089325,2.7777985390132303,4.47518411020467,1.2912481554643218,Iris-versicolor
+92,5.522350950490948,2.5961741319026643,4.366668069185276,1.2167011967028345,Iris-versicolor
+93,4.811072344987906,3.0,1.3969823669978638,0.1,Iris-setosa
+94,6.672540373098924,3.0,4.51258767364987,1.4554017784272946,Iris-versicolor
+95,5.829582410217973,2.7056512900645022,5.102342564057077,1.8889620314594402,Iris-virginica
+96,6.911426801485487,3.1088505392335044,5.1524595331704495,2.2944094485316957,Iris-virginica
+97,5.900472450065479,3.0,4.216462053765018,1.5018398878993255,Iris-versicolor
+98,5.186009878155802,3.386770013880374,1.3967081268106014,0.1980260463035242,Iris-setosa
+99,4.921233994858032,3.0,1.3905631248767347,0.1973823701329257,Iris-setosa
+100,5.642038267441062,3.0,4.4938133466381895,1.4932364770964963,Iris-versicolor
+101,5.388520232612527,3.403736192478566,1.496818993256599,0.39646611312263325,Iris-setosa
+102,6.2525075605849265,2.343672502746246,4.7473559949264414,1.5032729736154513,Iris-versicolor
+103,7.61421162630257,3.0,6.5843925518431625,2.087027846149993,Iris-virginica
+104,6.913834610866733,3.097819365352675,5.080299844942124,2.2972817166997963,Iris-virginica
+105,4.797909760593774,3.0,1.3982351631338907,0.31227505756936536,Iris-setosa
+106,6.48932618803653,3.0,5.536427863413497,1.7892808590736697,Iris-virginica
+107,4.8038226995728905,3.0,1.391057516904461,0.29502526689591846,Iris-setosa
+108,5.609115989552734,2.8823320401259718,3.5133457824224132,1.3042020293092238,Iris-versicolor
+109,4.794346658499324,3.4000137935238506,1.5868456855943023,0.19972115513907246,Iris-setosa
+110,5.483970273784381,2.5973506404694184,4.409757177306346,1.1806010074559647,Iris-versicolor
+111,6.188919264940314,2.1867899465474787,4.49167656826799,1.498286847515557,Iris-versicolor
+112,6.022126090959497,2.920655366113559,4.485059978614227,1.4840240544283796,Iris-versicolor
+113,6.67814208326997,3.3104583614293057,5.679761703463845,2.5,Iris-virginica
+114,6.827891378426037,3.186510142005895,5.859131398416523,2.2865006382323325,Iris-virginica
+115,6.381364824171184,2.9036193016867533,4.2629957546831525,1.2762555261829907,Iris-versicolor
+116,4.904766243029649,3.1005838235072973,1.505010105258534,0.1,Iris-setosa
+117,5.179053047398584,2.69710008795445,3.7918045189375786,1.3912158702335118,Iris-versicolor
+118,4.4,3.234493598241059,1.290701988815251,0.20838018996451207,Iris-setosa
+119,6.203722408964529,2.198805054528181,4.4630608247006975,1.4804581341189362,Iris-versicolor
diff --git a/iris/tab_ddpm/3/3/test.csv b/iris/tab_ddpm/3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/3/train.csv b/iris/tab_ddpm/3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/3/val.csv b/iris/tab_ddpm/3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/4/synth.csv b/iris/tab_ddpm/3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..99f557e950d83d69f64e9993c4d0dc181be517b8
--- /dev/null
+++ b/iris/tab_ddpm/3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6287067854225565,3.0,4.510522137590758,1.4838136884949094,Iris-versicolor
+1,6.712506013867615,3.2974789887502047,5.710762041710087,2.499999424106011,Iris-virginica
+2,4.613164416351066,3.597467654601428,1.0000004197671803,0.20243703557916956,Iris-setosa
+3,7.122272964153861,3.0,5.983749307642568,2.093917385607709,Iris-virginica
+4,6.353520751089943,2.966326251655997,5.555929329242755,1.7773753575474647,Iris-virginica
+5,6.2661519266061,2.516827919928326,4.91758771794087,1.5058961326580647,Iris-versicolor
+6,6.32868164562614,2.5104713381131925,4.927123202983958,1.5069422776827681,Iris-versicolor
+7,5.813423967960173,2.681638893875961,5.049844046191592,1.9093163706121397,Iris-virginica
+8,4.602837367249292,3.4091540766838313,1.3778059064920514,0.366168712086997,Iris-setosa
+9,5.999807589462721,2.9022541369340398,4.488188411935508,1.5005153038749617,Iris-versicolor
+10,4.4000004767308765,3.200995846220425,1.3257352387159111,0.19880633198719044,Iris-setosa
+11,7.715032348462157,2.5864493485635123,6.9,2.26898213498035,Iris-virginica
+12,6.709163355343853,3.122258932079335,4.710680484495524,1.5046850335536426,Iris-versicolor
+13,4.8144969605858545,3.0,1.400754239533101,0.29584799624037994,Iris-setosa
+14,5.62778150040147,3.0,4.07076776934359,1.2837617589588306,Iris-versicolor
+15,5.95896248478986,2.8894272737657496,4.471845626787527,1.5043318436833586,Iris-versicolor
+16,5.9792980313734425,2.700997154596276,5.050912573683301,1.6020076386539335,Iris-versicolor
+17,7.706236938244361,2.60309553141719,6.9,2.2997089011188567,Iris-virginica
+18,5.8256875464147395,2.701413567855612,4.0760180514658835,1.0131473618334619,Iris-versicolor
+19,4.9064515833953335,3.0,1.4002111917562154,0.2013697714379627,Iris-setosa
+20,4.812683894790399,3.0,1.4030476689643985,0.1,Iris-setosa
+21,4.995401815408019,2.0,3.4813126746295926,1.002694362475221,Iris-versicolor
+22,6.305487413052259,2.5012422294024454,4.871657010165279,1.495456663466972,Iris-versicolor
+23,5.398103021318351,3.4030363006710673,1.536951197356205,0.3914104422430636,Iris-setosa
+24,4.978846948234194,2.000000619442852,3.5491581701326362,1.072343060363653,Iris-versicolor
+25,5.909245162897991,3.1234033171568,4.290694596085311,1.519331635326273,Iris-versicolor
+26,5.837915231361367,2.699791060367058,4.141263490957826,1.0453561207783673,Iris-versicolor
+27,5.116613286594961,3.489248353628781,1.4010699866620533,0.19865100286894105,Iris-setosa
+28,7.700409498389501,2.795570875598729,6.706080948649671,2.0120708788440362,Iris-virginica
+29,6.331655669957573,2.466480363786323,4.885036656876296,1.4961215916909936,Iris-versicolor
+30,4.798001128567144,3.0,1.4039660129371838,0.1,Iris-setosa
+31,4.501868680757836,2.3090963363139263,1.3195805017567461,0.2989249725476047,Iris-setosa
+32,6.564138033899939,3.0,4.364942662787949,1.386292048992124,Iris-versicolor
+33,6.305882646637563,2.3048196945345314,4.404335207916021,1.2929793620127241,Iris-versicolor
+34,4.885609720863954,3.0,1.4049787102349363,0.20133197697925104,Iris-setosa
+35,6.285871445938911,2.328914739001524,4.383022366652139,1.2975991600199073,Iris-versicolor
+36,6.954253850372231,3.192199248293567,5.701128649742847,2.2913047043748844,Iris-virginica
+37,6.334633894209397,3.4125776182212824,5.598519210582515,2.4026586737586975,Iris-virginica
+38,4.59527045552403,3.600193745817626,1.0,0.19535794679962168,Iris-setosa
+39,6.096748374476986,2.6020469882334707,5.60661983633375,1.4032182059546205,Iris-virginica
+40,7.177755891147706,3.0,6.044879403966196,2.0775813200814315,Iris-virginica
+41,7.277335793709685,2.908188472895407,6.270553232323079,1.7922848721098605,Iris-virginica
+42,6.199963989041022,2.2046604114646073,4.493795153122292,1.4999873360925813,Iris-versicolor
+43,5.6671614059425295,2.9046520105559503,4.072047689858992,1.2956510487293036,Iris-versicolor
+44,5.08668919879599,3.8063030199365535,1.542801885287807,0.19910118126821386,Iris-setosa
+45,4.7997004135826,3.3994205410525216,1.5493695716172855,0.19918920456465805,Iris-setosa
+46,4.4,2.902184278869087,1.4038680117497553,0.20232699752046704,Iris-setosa
+47,6.256667914835838,3.3367768589110316,4.649613365337875,1.5662521628033275,Iris-versicolor
+48,5.404468752774639,3.4130359459917656,1.5873544211867414,0.19487766124993838,Iris-setosa
+49,7.569832440319734,3.0,6.592875501951832,2.1125413934777093,Iris-virginica
+50,6.331458752092941,2.5154164439107105,5.003177623954279,1.9280327093470928,Iris-virginica
+51,5.280619719688434,3.727139954149205,1.59886972279096,0.3950252352260432,Iris-setosa
+52,7.899998773008267,3.798874007970174,6.342450460465593,2.008596508661746,Iris-virginica
+53,4.823289679318818,3.0,1.4035568015142639,0.10000010816713309,Iris-setosa
+54,6.280629997601352,2.299189367032776,4.399440325911873,1.300401994610513,Iris-versicolor
+55,5.893664416213635,3.0,4.138067039470278,1.4973596672995766,Iris-versicolor
+56,6.705763572891419,3.2937305968794375,5.6983257558654445,2.0991089973002426,Iris-virginica
+57,5.608745249084529,2.8834472356350687,3.6286045580204944,1.3018920891147447,Iris-versicolor
+58,4.810129067064094,3.0,1.4011617856609326,0.10000009674580182,Iris-setosa
+59,6.30537435081207,2.3006651322044833,4.3481180808866915,1.3086650688103645,Iris-versicolor
+60,6.02062806621014,2.2104182908061514,5.019114705408915,1.5039941841966813,Iris-virginica
+61,5.623816501872518,3.778167028724239,1.5292294240202913,0.2900878548319874,Iris-setosa
+62,4.630758906003553,3.40335894126322,1.391180570538661,0.3266689139465285,Iris-setosa
+63,5.806364504683643,2.687421058717451,5.135211327822974,1.9271119267370203,Iris-virginica
+64,5.571274979280601,2.480591930723725,3.8479234197708876,1.0919538019102113,Iris-versicolor
+65,6.803407772541732,2.7855748173670456,4.855178710169889,1.4099860875717847,Iris-versicolor
+66,6.6848335642767625,3.3005030347084343,5.695195013714021,2.499999525287738,Iris-virginica
+67,6.2929655083272165,2.300574319720292,4.40818891650323,1.2982418104921882,Iris-versicolor
+68,5.688527910052326,3.7965018640186763,1.775975366564224,0.3100112944145543,Iris-setosa
+69,6.501606552434828,3.0,5.783334164206397,2.2042864084058955,Iris-virginica
+70,6.6818434315365325,3.103834481491932,4.735243087391256,1.5014029346083964,Iris-versicolor
+71,5.3734410802572485,3.7104747647524428,1.5209681200064715,0.19962315856264626,Iris-setosa
+72,4.662450291966837,3.4035055254290802,1.4060102459604464,0.30295099898496347,Iris-setosa
+73,4.816799162130362,3.0,1.3983550543869723,0.2985460017037815,Iris-setosa
+74,5.411850715291381,3.39235190952917,1.4978556920298203,0.3619530072132862,Iris-setosa
+75,5.098557710605091,3.694520481320283,1.6874312162341931,0.3976602608950995,Iris-setosa
+76,6.481101877348585,2.939003639512455,4.30616665908878,1.3318310656919414,Iris-versicolor
+77,5.205053203870755,2.700744291290023,3.917612615141025,1.4033139611209293,Iris-versicolor
+78,6.71145222179724,3.304679506950042,5.6978418507471735,2.090439902818051,Iris-virginica
+79,6.282641037242344,2.3101829930548825,4.399479579280733,1.3095535072743638,Iris-versicolor
+80,5.718718336479624,2.788202418584152,4.515563706041,1.2911603565503564,Iris-versicolor
+81,7.5938362388709955,3.0,6.6106647106386776,2.0975748194130843,Iris-virginica
+82,6.277025389280542,3.4035990710999857,5.588326556984113,2.4007821453955813,Iris-virginica
+83,5.286609953815765,3.6278884174719885,1.4859996377480167,0.1989875840513445,Iris-setosa
+84,6.8030172379781995,3.202634207449631,5.888520328871418,2.3065596140644473,Iris-virginica
+85,6.310247554605404,2.508689158056492,5.0026272316810125,1.8974785661398452,Iris-virginica
+86,7.706860110432531,2.5906242201251697,6.9,2.3002624491784545,Iris-virginica
+87,5.09767601890191,3.803769047419567,1.6221191116044666,0.19332390780915099,Iris-setosa
+88,6.8032009229039625,3.1984553679295136,5.849374937160812,2.3043557922190963,Iris-virginica
+89,6.09172851536344,2.5961803767592215,5.616259668453072,1.4226256180023058,Iris-virginica
+90,6.065097558981447,2.6660463949036526,5.584322672114571,1.5214640903071424,Iris-virginica
+91,5.484818999700743,2.390746800849927,3.7465551310058536,1.0266697401186464,Iris-versicolor
+92,5.970851204050675,2.7981335257493067,4.462234425226999,1.116400834034312,Iris-versicolor
+93,5.091341896517283,3.573879340272602,1.4058623117255122,0.2015794899541078,Iris-setosa
+94,5.6153841765609025,2.517791671886208,3.95692085419578,1.1188245289712597,Iris-versicolor
+95,5.092661509825355,3.6909688061807593,1.480426958643191,0.46278522550896223,Iris-setosa
+96,7.6363627248822965,3.0,6.610959120688463,2.0914147942030294,Iris-virginica
+97,5.596812634290546,3.0,4.479698741159975,1.5050546220858172,Iris-versicolor
+98,5.108911192432399,2.5092214049543653,3.225600858892563,1.1304369231084166,Iris-versicolor
+99,5.489445839653278,2.6008857160291923,4.388807693818905,1.1962342682519893,Iris-versicolor
+100,5.2181584510369925,2.7025103508160626,3.952539397345655,1.395169974836269,Iris-versicolor
+101,6.081712366984442,2.591804796068487,5.5943928239161655,1.4165459921518426,Iris-virginica
+102,4.4,2.9183952726244295,1.3888953818574252,0.20076841778256335,Iris-setosa
+103,4.602078405159887,3.6044903825713077,1.0000004377817844,0.193832446010407,Iris-setosa
+104,5.002282706148785,3.6164019847922884,1.3908765057861883,0.20001577482469177,Iris-setosa
+105,4.4,2.8932008333872163,1.4000257660164763,0.2003399487127905,Iris-setosa
+106,5.663369220202029,2.8863890448476663,3.886491726593868,1.3064528921850442,Iris-versicolor
+107,4.847236255762218,3.044417183978264,1.467763609732283,0.10000010775651373,Iris-setosa
+108,5.9955796131211105,2.196639224299924,4.987415241032896,1.5064789770236497,Iris-virginica
+109,6.708196289634181,3.297122319262482,5.7047419016381395,2.1114996839896416,Iris-virginica
+110,6.293942392285228,2.3050315871313636,4.385758755058732,1.2696419834321082,Iris-versicolor
+111,6.786185947029223,2.7994595158017055,4.785590178772177,1.408270916481914,Iris-versicolor
+112,4.562718120777218,3.3885378313752783,1.401840361178732,0.29595069677029545,Iris-setosa
+113,6.503524377238888,3.0,5.477916648472652,1.7974763841904386,Iris-virginica
+114,6.286136374714802,2.502208021456002,4.880609342673956,1.5127281498659908,Iris-versicolor
+115,6.127901657207834,2.5884406015774846,5.618214560501678,1.415030333707176,Iris-virginica
+116,6.662133019968231,2.4981451705386477,5.797670601961916,1.7865799313428012,Iris-virginica
+117,6.794819585276914,3.0,5.480952744125581,2.0973210921457737,Iris-virginica
+118,6.798140379694937,3.2120088046341557,5.903883408078657,2.301188456731187,Iris-virginica
+119,5.561611670705782,2.453841255494585,3.8273281118892997,1.0569732150634632,Iris-versicolor
diff --git a/iris/tab_ddpm/3/4/test.csv b/iris/tab_ddpm/3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/4/train.csv b/iris/tab_ddpm/3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/4/val.csv b/iris/tab_ddpm/3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/5/synth.csv b/iris/tab_ddpm/3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ba9c1660d4f29c507841aea21a09e05685820c6
--- /dev/null
+++ b/iris/tab_ddpm/3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.534947946738083,2.8997783893118156,3.639109871652324,1.3391503957354274,Iris-versicolor
+1,4.503065098681526,2.287515171353878,1.3125158354556208,0.29671340275008207,Iris-setosa
+2,6.220726251433666,2.2201666547490015,4.538128100304518,1.4969223828539748,Iris-versicolor
+3,5.492739094347486,2.606819390432825,4.3932756748996535,1.2186726593787702,Iris-versicolor
+4,4.798641372730045,3.3939600622491843,1.6145222337103022,0.20247713192155228,Iris-setosa
+5,6.700925287688755,2.4980884884901418,5.795364951897628,1.805430924355258,Iris-virginica
+6,5.662811021057333,2.732057662065517,4.508379496628611,1.2523323029079292,Iris-versicolor
+7,6.920326601409134,3.2025310928908826,5.696599499818122,2.3026598732866805,Iris-virginica
+8,7.547489484305285,3.0,6.529686743116941,2.0929236405012044,Iris-virginica
+9,5.96673200731259,3.415128830691119,4.495776711065656,1.6090435595643313,Iris-versicolor
+10,5.545362562667631,2.4280805357849795,3.814092797817129,1.064428864159875,Iris-versicolor
+11,4.911220585121808,2.4155878254631125,3.1647664338877615,1.0170087466083146,Iris-versicolor
+12,5.993910958696549,2.1852054070547005,5.014818559362665,1.4992119117528313,Iris-virginica
+13,5.394127006780037,3.4121465654602656,1.7178057784029768,0.19774604650027672,Iris-setosa
+14,5.394748306165207,3.4113536815324226,1.6739440342479002,0.20306298700891498,Iris-setosa
+15,5.995693832418625,2.886000520277948,4.516894073798089,1.5095348973885752,Iris-versicolor
+16,6.152535275266276,3.366418129474417,4.589246901330261,1.6001308017038387,Iris-versicolor
+17,6.01485512596524,2.945253910265815,4.619720015402846,1.3467315132810236,Iris-versicolor
+18,7.102870757410898,3.0,5.927574938238601,2.091922445697803,Iris-virginica
+19,6.7083822322222835,3.10971860733263,4.703769237074423,1.4919124685122769,Iris-versicolor
+20,6.795623226188605,2.7963268539888406,4.806777919418916,1.406146446793415,Iris-versicolor
+21,5.822782358595703,2.7553307547352666,4.112454472193943,1.0580881441228929,Iris-versicolor
+22,4.4,3.179893550039175,1.3068604295177062,0.19926997192838075,Iris-setosa
+23,5.965047620033933,2.8916811237441986,4.485291674648224,1.4967618491016532,Iris-versicolor
+24,6.535386048839973,3.2152950773455924,5.0869939213127955,2.0047595646311924,Iris-virginica
+25,4.4000005645204485,3.215011032617397,1.2833605659757406,0.2031643060254874,Iris-setosa
+26,5.0958096593808175,3.50610874368242,1.401507539868918,0.20045209429136915,Iris-setosa
+27,4.987590887837363,3.6117883510365703,1.4002730523378835,0.19506263569635354,Iris-setosa
+28,6.678007694565419,3.102232250038652,4.647513383187675,1.4991238724436537,Iris-versicolor
+29,6.5001087727778515,3.0,5.809853277333451,2.205803095555105,Iris-virginica
+30,6.295627919792942,2.9278264114039927,5.57157022895929,1.7858330778136486,Iris-virginica
+31,6.806896652772994,3.0,5.453501408129632,2.1207511158512338,Iris-virginica
+32,4.991824014988835,3.579255022713389,1.4004098535578562,0.201241349423228,Iris-setosa
+33,6.002332113093101,3.3828855711348673,4.457465283145586,1.5845974097526336,Iris-versicolor
+34,6.50076341747059,3.0,5.789108462336967,2.19341327449315,Iris-virginica
+35,4.4,3.199030638210901,1.3161240050334557,0.20358877251116203,Iris-setosa
+36,5.174802625268557,2.6936692731932497,3.882539020829672,1.4035307431115658,Iris-versicolor
+37,6.776423680739311,3.205238765949726,5.861319182390836,2.288781629230457,Iris-virginica
+38,4.616509404057278,3.401550044178383,1.4078892061137858,0.29743939637347594,Iris-setosa
+39,5.507388607350815,2.3926849942124004,3.7445722622042186,1.0342395258719483,Iris-versicolor
+40,5.627487825450663,2.546551522417477,3.9280911682686623,1.0743277569255674,Iris-versicolor
+41,5.003312772516012,2.0,3.5450683691903775,1.0058313231611022,Iris-versicolor
+42,6.6846414593958405,2.5023406710348377,5.80939397097626,1.7957591373502295,Iris-virginica
+43,6.694989509148436,3.2803508850337972,5.735366465385909,2.1609773631589895,Iris-virginica
+44,6.795423170343087,2.8084892272156194,4.813214336257456,1.411243910761047,Iris-versicolor
+45,6.009811401493057,2.7055595149612035,5.085737914987378,1.6060431873214824,Iris-versicolor
+46,5.407690881285851,3.403205332263301,1.55348800797988,0.40123417442798803,Iris-setosa
+47,5.224588609816002,3.3977476454514517,1.3917086281848634,0.1944626335030209,Iris-setosa
+48,5.166011891930913,2.5626535425877504,3.4533117475689363,1.2683917947033674,Iris-versicolor
+49,4.576704663703462,3.586062172568241,1.0,0.19578709379665143,Iris-setosa
+50,5.999991159016133,2.1949193499785538,4.986778532551975,1.489062782057999,Iris-virginica
+51,5.686114828196233,3.7977424395144777,1.7133061328465207,0.30841221277331937,Iris-setosa
+52,5.999908407683864,2.6868956064286427,5.00903579582496,1.6303058695002466,Iris-versicolor
+53,5.149558528810788,3.5046632717363986,1.4437137862269533,0.4160713759591044,Iris-setosa
+54,5.7088447330860985,3.7997370469294687,1.6344822597434103,0.2942961168328693,Iris-setosa
+55,6.02502690428148,2.705096887370387,5.142322654494608,1.6278228575692526,Iris-versicolor
+56,5.101549319524466,3.701422076662861,1.5209472228710248,0.3982678848252681,Iris-setosa
+57,6.973343312427033,3.198482205457558,5.642079278154703,2.306353592075341,Iris-virginica
+58,6.287356169554434,2.5070416140440854,4.931721286553173,1.503577961203789,Iris-versicolor
+59,5.507780538332766,2.3890029933662755,3.6293776345587423,0.9457661279539775,Iris-versicolor
+60,5.208163365197144,3.4036050772265694,1.404558527381309,0.20037808359007875,Iris-setosa
+61,7.293156736412758,2.8996367629582567,6.3437139959540385,1.7954643996414283,Iris-virginica
+62,7.718608041412124,2.6020700951782176,6.899998856080135,2.30964167996318,Iris-virginica
+63,4.9004435354547065,3.118257675761959,1.5506248498192328,0.10000012883236876,Iris-setosa
+64,4.772499166172674,3.0,1.3881542684859662,0.3014130692164545,Iris-setosa
+65,5.847933151891542,2.726375790689412,5.100718610348704,1.866836908022764,Iris-virginica
+66,6.054135776630966,2.6840354307996472,5.123843105777232,1.5885980169386515,Iris-versicolor
+67,6.330368591083233,3.3848795267237057,5.621579714575467,2.3926170315226485,Iris-virginica
+68,6.117099759012869,2.608736611285601,5.576257296747783,1.4063421620803058,Iris-virginica
+69,6.106126876300279,2.808275037631447,4.680905027502064,1.182477545459255,Iris-versicolor
+70,6.306031018113072,3.40646580046424,5.592483304213248,2.4003534121090846,Iris-virginica
+71,5.946954781841158,3.4016452144655815,4.498357649278495,1.6101186340118714,Iris-versicolor
+72,6.267454264310271,2.2739146463126443,4.414123183735119,1.3207518654839965,Iris-versicolor
+73,5.566043481604283,2.481631968916194,3.783696076970001,1.0569622930078846,Iris-versicolor
+74,6.422190076350742,2.9104867499397398,4.303571950471137,1.3075519954454171,Iris-versicolor
+75,4.4000005794576005,3.181107428963829,1.289715511334307,0.19947882531614616,Iris-setosa
+76,5.720909030266519,2.8611602924406028,4.327071526657591,1.3052258266260934,Iris-versicolor
+77,6.708141706583376,3.097336942506789,4.700045853782163,1.503916721919804,Iris-versicolor
+78,5.0849912099371615,3.795181499982039,1.6842758295208278,0.20004418891284512,Iris-setosa
+79,7.706506828173498,2.589965091418813,6.9,2.286779845079141,Iris-virginica
+80,5.824631031064368,2.673444382144885,3.9165809113589685,0.9509838798545529,Iris-versicolor
+81,6.028182056832552,2.591102839534982,5.584478271369656,1.4143451520244354,Iris-virginica
+82,5.672039602030295,2.7791576402058142,4.49526819133742,1.3065828289214572,Iris-versicolor
+83,5.583931317141789,3.0,4.455402938787961,1.4978835132899768,Iris-versicolor
+84,5.661857334010591,2.9648553044764094,4.180742869797334,1.3004791011141794,Iris-versicolor
+85,4.8080326882234425,3.4008792046789798,1.6777515188332985,0.1953488375969894,Iris-setosa
+86,5.409390140132342,3.400715871741487,1.5909997929280209,0.3985392037251239,Iris-setosa
+87,5.61866720057218,2.906457632606498,3.6720557921880252,1.2925793161084191,Iris-versicolor
+88,7.105418817272705,3.0,5.924027703120365,2.115617421219603,Iris-virginica
+89,5.527288383314244,2.5978007833496974,4.362274338491297,1.1882159369664387,Iris-versicolor
+90,5.200419128558921,2.698548229690523,3.9189618490345923,1.408525548402579,Iris-versicolor
+91,6.679726035163593,3.053129875957279,4.6050984315862085,1.4838428671262895,Iris-versicolor
+92,6.405786507234734,2.9039481396935183,4.337558748721464,1.3054755434642171,Iris-versicolor
+93,6.056471238652093,2.588979190540378,5.583648286175197,1.3930489519459262,Iris-virginica
+94,4.400000478910104,2.9041753659363327,1.3979260188447173,0.2068336314361351,Iris-setosa
+95,6.176957952989559,2.200496755428845,4.495564263018857,1.4887235998344959,Iris-versicolor
+96,5.708605580903998,2.828347485977754,4.450174255746261,1.2983756059319007,Iris-versicolor
+97,6.459692973358259,3.0,5.525099594079979,1.8444086158491309,Iris-virginica
+98,6.576458429135446,3.0089825015787284,5.443892280504815,1.9036553594514731,Iris-virginica
+99,6.064863053048592,2.7983532360013457,4.65370364789909,1.2038346196395837,Iris-versicolor
+100,5.610054176345092,2.8866208518917444,3.6379293096445338,1.3009812904750522,Iris-versicolor
+101,5.077046568318648,3.50983632004131,1.3899488501164132,0.20127596556509775,Iris-setosa
+102,5.509865338153104,2.5757398971501986,4.307658399024216,1.1604832586709228,Iris-versicolor
+103,4.9943235696268475,3.3991905757759655,1.69624921028118,0.34609756498691996,Iris-setosa
+104,6.203829271269208,2.194668383771495,4.469489540602384,1.4959155748719455,Iris-versicolor
+105,6.810920517775492,2.789874251025324,4.795732135615715,1.3950603727929665,Iris-versicolor
+106,5.076005073214049,3.6484375960632462,1.4213902258496054,0.20110150577865393,Iris-setosa
+107,5.398244493463623,3.8999995492309356,1.2766202436456742,0.3600418444806273,Iris-setosa
+108,4.400000478333525,3.1911039840587856,1.3036828876429873,0.20366083961602635,Iris-setosa
+109,5.35058660142965,3.4028154334645677,1.497820757252333,0.34285620829713787,Iris-setosa
+110,6.502706891721538,3.205749797570461,5.118749718853692,1.998677102877518,Iris-virginica
+111,5.002426502603079,3.4013258989034814,1.615867222995099,0.4028901215275196,Iris-setosa
+112,6.56902419685346,3.0,4.377125990601746,1.3874089591022734,Iris-versicolor
+113,5.622562200893593,2.513761986297789,3.9595649717464174,1.1364494327882582,Iris-versicolor
+114,5.9135357535881345,3.0,5.116318287558357,1.8031874767193234,Iris-virginica
+115,5.010296694354358,2.0,3.4975968995065445,1.0321108279956153,Iris-versicolor
+116,6.698233315222536,2.505899572121513,5.798414247242117,1.8089048867318398,Iris-virginica
+117,6.290522636803237,3.3162679531923653,4.666095263812162,1.5835016355501916,Iris-versicolor
+118,7.685349243368861,2.792363051443144,6.688215775014126,1.9937862791076717,Iris-virginica
+119,5.895976354339014,3.0,4.164410533417022,1.4903469561991682,Iris-versicolor
diff --git a/iris/tab_ddpm/3/5/test.csv b/iris/tab_ddpm/3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/5/train.csv b/iris/tab_ddpm/3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/5/val.csv b/iris/tab_ddpm/3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/6/synth.csv b/iris/tab_ddpm/3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e4308a69bf595f91eb18f1247c69602a438eca91
--- /dev/null
+++ b/iris/tab_ddpm/3/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.820333034654537,2.7007995956497384,4.165495363783272,1.0301051076906262,Iris-versicolor
+1,7.695012021138287,2.592963881025728,6.899998873729001,2.3026737119111895,Iris-virginica
+2,5.785114928835327,2.682046265670021,5.135033145612818,1.8785303228565755,Iris-virginica
+3,5.611115698316457,3.0,4.490336397929427,1.4983640261894686,Iris-versicolor
+4,5.729126926398664,2.8468619443620784,4.217877483582464,1.232973218868361,Iris-versicolor
+5,6.323264670497427,2.50167224976691,4.893407755498633,1.5082224513769265,Iris-versicolor
+6,5.134245403659913,3.7640238254669844,1.4922233976787642,0.20059249903835488,Iris-setosa
+7,7.702915348588908,2.600427276495069,6.8999989188111,2.2971111404940667,Iris-virginica
+8,6.490127258660284,3.0,5.484673049871117,1.7990198516997344,Iris-virginica
+9,6.70640741846965,3.293174354687745,5.706345357760024,2.109868246786832,Iris-virginica
+10,6.6032250024382915,3.0,4.40951109207824,1.415121358919597,Iris-versicolor
+11,4.77624468539744,3.0,1.3956418557919028,0.1,Iris-setosa
+12,6.886208129425706,3.108602677249669,5.1162827796357275,2.299636766382525,Iris-virginica
+13,6.628667283504456,3.0,4.576712192470207,1.4344988725597225,Iris-versicolor
+14,6.806802167513353,3.2228135783131333,5.742924204043417,2.2702347179307516,Iris-virginica
+15,6.310262937659718,2.918767713169951,5.595196311662148,1.8142598208417455,Iris-virginica
+16,5.030414169187458,3.4013362377944802,1.5585871861392298,0.4487695811644297,Iris-setosa
+17,4.90568484174681,3.110307385587426,1.4995485688460977,0.10000010732629401,Iris-setosa
+18,6.29694011928443,2.4579839481610635,4.870002167321196,1.5044773843080486,Iris-versicolor
+19,5.719276523695844,3.8088247038624004,1.7958907909384632,0.2953787920710352,Iris-setosa
+20,6.686754641264953,3.097690396718537,4.684867790479347,1.4979987184747028,Iris-versicolor
+21,6.790421211831879,3.0,5.538749078563334,2.1117026067840925,Iris-virginica
+22,6.796931422913861,3.1988920160054564,5.921467429704771,2.3044695130991455,Iris-virginica
+23,5.008052832618156,3.3946058214240713,1.675443461548869,0.37832008945958273,Iris-setosa
+24,4.797376657850279,3.0,1.3928053088043713,0.2964737003595449,Iris-setosa
+25,7.607298761818718,2.866878982235496,6.601632442501652,1.8880981931775667,Iris-virginica
+26,6.3064435914043955,2.501988111231333,4.927356026576588,1.5010513100781626,Iris-versicolor
+27,5.205159801341198,3.3967661398768048,1.3905441951501876,0.20194216755438976,Iris-setosa
+28,6.504452074097272,3.1981710681117583,5.068032243760847,2.0018470098930425,Iris-virginica
+29,5.99608288604375,2.7037847930740506,5.098928539057901,1.5901133398241276,Iris-versicolor
+30,6.072933996029173,2.610237406823632,5.615497185416154,1.4124097939289924,Iris-virginica
+31,5.383905900578886,3.8999995994372587,1.2857250296305098,0.35625445645801196,Iris-setosa
+32,5.0134280144176575,2.0000005557805696,3.5370912207963663,1.07781807404727,Iris-versicolor
+33,6.29819443175095,2.5051162434682164,5.01406557657668,1.8976005217624035,Iris-virginica
+34,6.322751764051768,3.390640501721514,5.603052299837254,2.4033913824208004,Iris-virginica
+35,4.816279357255877,3.0,1.3989037150230086,0.29947614373846343,Iris-setosa
+36,6.679727037630546,3.290818118092602,5.677033726904171,2.1010588581040164,Iris-virginica
+37,6.794157853372201,2.781228206578565,4.790090519401145,1.3958232277951417,Iris-versicolor
+38,6.469157534536256,2.9403464406701363,4.337279562607509,1.3332743825766542,Iris-versicolor
+39,4.828310261029061,3.0,1.4016925753730753,0.31290992126923095,Iris-setosa
+40,6.502061036944155,3.0,5.476065051547162,1.7937663575702092,Iris-virginica
+41,6.7137987115219735,3.314196588235184,5.698640601255709,2.5,Iris-virginica
+42,6.123822038227296,2.588135460630716,5.603631621010166,1.4159761091077574,Iris-virginica
+43,4.895447985781383,3.120651918137296,1.5262507191888244,0.10000010572078374,Iris-setosa
+44,6.681587829302242,3.0693641555775657,4.639951982597823,1.5026192200977293,Iris-versicolor
+45,5.700179936799237,2.8022937273916337,4.479008200791459,1.3099091469484812,Iris-versicolor
+46,6.118566818498735,2.8015605656104037,4.686228818559944,1.2351870595718695,Iris-versicolor
+47,5.822754477200279,2.7047005055900737,5.026945086267884,1.9252007298888825,Iris-virginica
+48,7.9,3.809206465647253,6.40027985978214,1.980116757609169,Iris-virginica
+49,6.304722783712194,3.3907159823050725,5.606035669967723,2.3955738882459605,Iris-virginica
+50,4.4,2.93531781729856,1.3876670635441144,0.20260544606996586,Iris-setosa
+51,5.876785921138506,3.0,4.206886773359624,1.4925612156234782,Iris-versicolor
+52,5.115147199369101,3.692181622583466,1.5835009847242376,0.4188133661151997,Iris-setosa
+53,5.107596791323845,3.497603968228034,1.4005628306085445,0.19969141419036623,Iris-setosa
+54,6.480013759103947,3.0,5.823415053049146,2.2002956458548346,Iris-virginica
+55,6.703953156449543,3.2676945576227556,5.696194298169955,2.4999995345535937,Iris-virginica
+56,5.3930211000008255,3.9,1.2849744125608211,0.4479449366475682,Iris-setosa
+57,5.106910570889131,3.8130471943446858,1.554082999047903,0.19677488091682116,Iris-setosa
+58,6.1059093523584975,2.5939303014731356,5.588910835580642,1.409047522674846,Iris-virginica
+59,5.222339074203586,2.6963322311546847,3.94063656577934,1.4008686237265495,Iris-versicolor
+60,5.4126288168203835,3.38701853788324,1.6122265889463931,0.36457222446965826,Iris-setosa
+61,6.286145860806668,2.8976536361467873,5.581558616546057,1.8059648712636505,Iris-virginica
+62,6.704291063182435,3.275753469757005,5.715056203067022,2.132530775633366,Iris-virginica
+63,6.104312706705293,2.8000353973178185,4.694628900751633,1.2086439211766378,Iris-versicolor
+64,6.245302823634993,3.3165156654850905,4.670667266079345,1.600993575732169,Iris-versicolor
+65,4.4,2.892162767565532,1.405217864678498,0.19502803036153465,Iris-setosa
+66,6.479821781714589,3.0,5.413196753625189,1.804851645487848,Iris-virginica
+67,5.556663350775475,3.0,4.051887790447519,1.2913086433057166,Iris-versicolor
+68,5.545790770898725,2.4231172136428203,3.7801034445477333,1.046488210611184,Iris-versicolor
+69,5.675850506228442,3.7948511839753536,1.7232701045205419,0.29692427106745833,Iris-setosa
+70,4.897573906901832,3.0,1.3780466521408137,0.1946349494376183,Iris-setosa
+71,6.331596456265175,3.291280901252003,4.682389440698045,1.601485152843999,Iris-versicolor
+72,5.583004487100653,3.0,4.511217205577211,1.5002735219017327,Iris-versicolor
+73,5.00467877997165,2.0000006718644854,3.4979840599228194,0.9321459110370838,Iris-versicolor
+74,7.105304182501147,3.0,5.9071589399942015,2.1083562928450186,Iris-virginica
+75,4.90857110244031,2.4058424431072924,3.032655021349396,1.0022229790873909,Iris-versicolor
+76,6.360505174600672,2.9401801955823554,5.571725573374853,1.8235355958775032,Iris-virginica
+77,6.059519889101412,3.4023735065287477,4.581599921543771,1.6250650767974246,Iris-versicolor
+78,6.517476105582292,3.1878014176768104,5.11403870020847,2.0037026964197797,Iris-virginica
+79,6.691963457482305,3.0869477279930355,4.6751654076064755,1.4925568347089238,Iris-versicolor
+80,6.277515951387395,2.4181577178073708,4.910577155250291,1.501851773235915,Iris-versicolor
+81,7.702581578222308,2.6043996291827294,6.9,2.309221336201709,Iris-virginica
+82,5.196798772996118,2.7041549816024384,3.884043776314013,1.4065540744847882,Iris-versicolor
+83,6.022718650898966,3.386639877272754,4.474967560689952,1.586494843035449,Iris-versicolor
+84,5.191900013556772,2.68794780142631,3.8563428032106724,1.3884647768366487,Iris-versicolor
+85,5.840076279480157,2.7876777975671607,5.160641559796419,1.8703680877149296,Iris-virginica
+86,7.253549233780704,3.0,6.110008657681497,2.1120304192848676,Iris-virginica
+87,5.198857740785083,2.7022598543337066,3.874291811412868,1.3946528816423802,Iris-versicolor
+88,6.820187515745705,3.0,5.799169913379771,2.1239378821331605,Iris-virginica
+89,6.006891977627141,2.900000066887727,4.477867031758003,1.4980393780161299,Iris-versicolor
+90,6.540979323698346,3.0,5.467727600954516,1.868485451080362,Iris-virginica
+91,5.696781249102944,3.7945689246406697,1.7966306888286407,0.29464209622563975,Iris-setosa
+92,7.469475205871422,3.0,6.475985480094379,2.1539408803767888,Iris-virginica
+93,4.803911463949174,3.0,1.405602412599425,0.10000010773708326,Iris-setosa
+94,6.711289066420547,3.2988325537695506,5.713128501333208,2.079006973888343,Iris-virginica
+95,6.894625265597983,3.1866347557753913,5.7454350469927205,2.3120863166892915,Iris-virginica
+96,6.096595130510482,3.0,4.569424775409355,1.4014019888302833,Iris-versicolor
+97,6.796885968295123,3.2198367615262584,5.818103755901271,2.2954162141606846,Iris-virginica
+98,6.221098914834958,2.2081483266327395,4.4828486495491475,1.4725424972467351,Iris-versicolor
+99,5.410920373142811,3.4017932618903073,1.7157421135594748,0.20297880284260708,Iris-setosa
+100,4.923097700031983,3.0,1.4041329576355726,0.20384122288614723,Iris-setosa
+101,7.338893359556143,2.8786409770100834,6.3870885519564435,1.8162172818619766,Iris-virginica
+102,6.248623776579121,2.3617637068777793,4.774604670999437,1.4926516380019597,Iris-versicolor
+103,6.083042466900716,2.8367623414987597,4.661336388369403,1.2567662221513376,Iris-versicolor
+104,5.919102265665628,3.0,4.205992985773376,1.5032656642024516,Iris-versicolor
+105,5.380419001076248,3.9,1.2895174349477503,0.3519355913904131,Iris-setosa
+106,5.146519786855783,2.5113393482295594,3.1081720690053816,1.0904360963844655,Iris-versicolor
+107,5.014754912497645,3.4084873095061674,1.7395127721911197,0.3718901338131402,Iris-setosa
+108,5.297604674182117,3.700924707789121,1.4997639986428968,0.19976933509213718,Iris-setosa
+109,6.284848458466406,2.2806504046704075,4.392071556073393,1.2997222786166704,Iris-versicolor
+110,5.599831738232492,2.9049358179591693,3.6312739315852878,1.3029828788052638,Iris-versicolor
+111,6.809217399852955,2.8060198586740714,4.81787317279265,1.4082310406499894,Iris-versicolor
+112,7.709614951096934,2.5936779890949477,6.9,2.3112580965243965,Iris-virginica
+113,6.3063350156497195,2.489382885026879,5.034552197158402,1.8840714985236322,Iris-virginica
+114,7.69656152099243,2.603554020834444,6.8999988358815765,2.2991996888278527,Iris-virginica
+115,6.515478218237581,3.2167945085567613,5.104783646942695,2.005444480757886,Iris-virginica
+116,5.027244041390273,2.0,3.5334656607896187,1.0234187065593074,Iris-versicolor
+117,7.517008187904807,3.0,6.413455254008974,2.096308034584573,Iris-virginica
+118,7.2494503176766525,2.9945853154889157,6.284263676386855,2.0199352617936914,Iris-virginica
+119,5.989974286626926,2.8427922652255377,4.617617026882108,1.5083730676517266,Iris-versicolor
diff --git a/iris/tab_ddpm/3/6/test.csv b/iris/tab_ddpm/3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/6/train.csv b/iris/tab_ddpm/3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/6/val.csv b/iris/tab_ddpm/3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/7/synth.csv b/iris/tab_ddpm/3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6d2227b53d1aee0fbbdc20b02af4c1ea30c33700
--- /dev/null
+++ b/iris/tab_ddpm/3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.502851153198766,2.292898171027869,1.299253539143218,0.2993742617634313,Iris-setosa
+1,4.79012413662604,3.0,1.4001939861922266,0.33331393426242983,Iris-setosa
+2,6.98162238577318,3.107067272601747,5.053711608797135,2.3010478499456615,Iris-virginica
+3,5.5884778788999325,2.9116574119970995,3.6217965782902772,1.2953930507322005,Iris-versicolor
+4,6.84373703138599,3.1331548750382403,5.380386861341182,2.3019860018538267,Iris-virginica
+5,6.810258880950996,3.190989362321781,5.798905700786568,2.3020538013844174,Iris-virginica
+6,5.093627934222821,3.4996267854966097,1.3982513517844257,0.29957852237360244,Iris-setosa
+7,5.722416845676674,2.8830078371852856,4.2154115919338295,1.2798593377558902,Iris-versicolor
+8,6.286651563924886,3.405734717150023,5.59096378919831,2.4010657687477046,Iris-virginica
+9,5.883859081349587,3.0,5.126091941359837,1.7976846811570482,Iris-virginica
+10,4.400000564720824,2.920162064465459,1.400769224800096,0.21028566887092434,Iris-setosa
+11,4.855007267606823,3.0014026707478556,1.4350947859790377,0.1,Iris-setosa
+12,4.817125163386779,3.4051250361878305,1.557288451613231,0.2041639755164182,Iris-setosa
+13,4.616128060183162,3.6041625434896165,1.0000003699649922,0.19884150519315996,Iris-setosa
+14,4.993307463317139,3.3974231757510926,1.4998486587971303,0.41947719746549944,Iris-setosa
+15,6.1190174298793165,2.5917456749645256,5.598954606262881,1.4168531148772332,Iris-virginica
+16,4.4000004983237755,2.9106617903616137,1.4011798396673183,0.20032126998328184,Iris-setosa
+17,6.290605474790921,2.4906281633039993,5.029276613737961,1.884409180071761,Iris-virginica
+18,5.092128373271098,3.5046447799517266,1.4009044961771873,0.20138267143775537,Iris-setosa
+19,6.300227320686236,2.902945791706901,5.6042822892648925,1.7845072745834776,Iris-virginica
+20,6.87883812213299,3.0692439985508275,5.196242458284474,2.2690083706665023,Iris-virginica
+21,6.893139793690917,3.0984667438639906,5.0876003878915075,2.3156803916081383,Iris-virginica
+22,6.093424871930423,3.0,4.625995605973746,1.390593220626522,Iris-versicolor
+23,6.281484722936833,2.3030508858154985,4.378088602116745,1.304382880114678,Iris-versicolor
+24,6.722592100771245,2.4881692922297978,5.809947703613167,1.7944475395999282,Iris-virginica
+25,5.9028462183892465,3.0,5.120249351021079,1.7838713531408987,Iris-virginica
+26,7.709743504449689,2.783936860605155,6.730745444535398,2.0061684618029414,Iris-virginica
+27,7.692692739869715,2.792270487371545,6.689023439840131,2.000063688684915,Iris-virginica
+28,5.110000962193802,3.502353505675762,1.3917151109489672,0.3446252135865402,Iris-setosa
+29,5.9005729282016075,3.0,5.080896779112001,1.8073592998453787,Iris-virginica
+30,6.367988492071528,2.9570826635401204,4.417793767486428,1.337649993676909,Iris-versicolor
+31,5.553855175523988,3.7731855473697924,1.4981414838111926,0.2554138868254729,Iris-setosa
+32,5.011028555867056,2.0,3.489782688716168,1.0017854854998127,Iris-versicolor
+33,6.014369680065606,2.188036606051854,5.00955327930908,1.4983185969365111,Iris-virginica
+34,6.621202859584522,3.040694191417333,4.4995885609817154,1.476572597657931,Iris-versicolor
+35,4.4,3.2371143510942755,1.329254242217539,0.19854479973632477,Iris-setosa
+36,4.888745013868145,3.0,1.4013580522728213,0.19536406203269402,Iris-setosa
+37,5.285877428864501,3.6873001034571447,1.5570957050295609,0.19906135450868612,Iris-setosa
+38,5.879369864842,3.0,5.100440415513939,1.8105837020669429,Iris-virginica
+39,6.249548089656246,2.3011386754104164,4.379691717562747,1.26550248156873,Iris-versicolor
+40,6.697262106440734,3.0785487919069507,4.6912083208821,1.5015079667103046,Iris-versicolor
+41,7.9,3.8078346473335754,6.40476111881991,1.994949255981381,Iris-virginica
+42,6.306701950977348,2.3142701181620837,4.384490990841463,1.2958580231656678,Iris-versicolor
+43,5.635793249725161,3.0,4.117803469476614,1.2844846677464155,Iris-versicolor
+44,5.087726234393929,3.4923957707867697,1.403277141499066,0.2991855943357238,Iris-setosa
+45,4.907211905577877,3.1290453913288045,1.4991381508278323,0.10000010169836093,Iris-setosa
+46,6.30640993813327,2.5042290297886822,4.975754014136483,1.9073845761875268,Iris-virginica
+47,6.486156464609012,2.9082903840301615,4.337956034683967,1.3315333915051104,Iris-versicolor
+48,5.002267990829468,2.000000554176632,3.5729731417245767,1.0048055405677565,Iris-versicolor
+49,6.795532669575821,3.1748205172670194,5.856633314433529,2.3007805307377183,Iris-virginica
+50,4.582071607882983,3.6109433594416025,1.0000004119035495,0.20497736820626708,Iris-setosa
+51,6.146045355549544,2.8214107085095104,4.707886306742256,1.1806039499351733,Iris-versicolor
+52,4.583797583340737,3.4031853019228575,1.4000567150934617,0.3142036070062239,Iris-setosa
+53,6.721279859960513,2.4947414832756407,5.813856732071545,1.8043042232667652,Iris-virginica
+54,7.700098460592886,2.7992721158296874,6.688347435386466,1.9658423515966983,Iris-virginica
+55,6.475259328608611,3.2057274076703126,5.082404485758907,2.0197465498883846,Iris-virginica
+56,7.280605460242078,2.9020284246961943,6.263537749042436,1.784938190838768,Iris-virginica
+57,6.093992313650898,2.600868123844045,5.608110352327176,1.3870228018474617,Iris-virginica
+58,6.29750236672295,2.4885942931843172,5.0893762465475545,1.9074894051508426,Iris-virginica
+59,5.774689008051185,2.7118729643180606,5.138548713612849,1.8977535106245946,Iris-virginica
+60,7.697530905563582,2.657953920976051,6.89999677280591,2.298988008769217,Iris-virginica
+61,5.58738630156114,2.467264481978304,3.8917727446883514,1.0839026131606582,Iris-versicolor
+62,6.320920052905593,2.9204886883099275,5.60293921986942,1.811051451494729,Iris-virginica
+63,5.54845401884835,2.449538478140167,3.884330420089035,1.0453380588298355,Iris-versicolor
+64,5.789798472443787,2.707248063120497,4.077736756924132,0.9889601613778427,Iris-versicolor
+65,4.9417128018417635,2.431859729390456,3.0621430106024685,1.0280421003613989,Iris-versicolor
+66,4.902945986831219,3.0912607006996535,1.4983330495503004,0.10000009804937544,Iris-setosa
+67,6.064936907333535,2.6711998976302596,5.0866837743404165,1.5895484141543268,Iris-versicolor
+68,5.161020600165657,2.7036445185669358,3.940544842763012,1.3992994980630438,Iris-versicolor
+69,5.5909693830176135,3.0,4.083027372718435,1.2997331910136374,Iris-versicolor
+70,5.587860539263063,3.0,4.167627778400875,1.3161131349474302,Iris-versicolor
+71,6.11247470352338,3.0,4.625071576799705,1.419522588361866,Iris-versicolor
+72,5.122931104531371,3.782064573839472,1.841413246107542,0.20146455460436313,Iris-setosa
+73,5.431818293426349,3.9,1.311989597162546,0.5067113191013994,Iris-setosa
+74,5.66782238928171,3.7939151442382513,1.4993946638378874,0.2995153223066503,Iris-setosa
+75,5.991189439787205,2.2040367110894947,4.996986172749128,1.4861865217554497,Iris-virginica
+76,5.080924942307366,2.487336814429284,3.0134535934252824,1.0809589487692104,Iris-versicolor
+77,6.295502641052464,2.2910682794486257,4.408156810360467,1.2834242598102468,Iris-versicolor
+78,6.309594422694659,3.283312987342526,4.701649715092384,1.5990569635490408,Iris-versicolor
+79,4.4,2.9111130324464045,1.4030318826257415,0.19689691285456007,Iris-setosa
+80,6.3350769325400105,2.9434374106433494,5.545185646224345,1.7925018320034853,Iris-virginica
+81,6.502098966403327,3.0,5.788960842651622,2.1899282719201256,Iris-virginica
+82,6.28628440701396,2.9008489672511,5.6039271520058165,1.8052843433354475,Iris-virginica
+83,7.9,3.8010860030793956,6.419203691307967,1.9877006802304182,Iris-virginica
+84,5.763251556777931,3.797154081855307,1.727909900862211,0.2988559733359772,Iris-setosa
+85,5.78819094931054,2.7219662079988765,5.1234983983671105,1.8789761365911732,Iris-virginica
+86,5.640917593766774,3.0,4.195795172325455,1.3090669024144097,Iris-versicolor
+87,7.399637966129864,2.8958693799853132,6.371670908184532,1.856837506547485,Iris-virginica
+88,4.4,3.24182438087868,1.2979761345137657,0.19539285271253343,Iris-setosa
+89,5.09447114808144,3.7145022183732053,1.5938386726407396,0.3758723906308406,Iris-setosa
+90,6.275849605906112,3.2884831422523058,4.699291195325713,1.5971141640929907,Iris-versicolor
+91,5.203570074636421,3.401837354342101,1.3910371019341317,0.19716782229164082,Iris-setosa
+92,4.606661347801649,3.616341214768245,1.0,0.19943624302025809,Iris-setosa
+93,6.117039092460594,2.798462929231477,4.72424472908206,1.2155080786602463,Iris-versicolor
+94,5.694871460487235,2.873597590086574,4.172796519685967,1.295797842654441,Iris-versicolor
+95,5.909878668690766,3.0,4.200606309877807,1.4930513053781258,Iris-versicolor
+96,6.265257915729126,3.4072747241846577,5.584788124747701,2.4139487625600538,Iris-virginica
+97,6.711880228611335,3.3120511787225166,5.695050493395409,2.5,Iris-virginica
+98,6.228824887873107,2.5423294011778905,4.943676384511877,1.5245110051346487,Iris-versicolor
+99,5.665974219327012,3.7894846765494656,1.6438216123594624,0.29904433176854983,Iris-setosa
+100,5.990211079308342,2.1667989409255393,4.976672935002933,1.4936366019954002,Iris-virginica
+101,4.9984511419315805,3.343297076740277,1.4944342586446975,0.4138021420554907,Iris-setosa
+102,5.641336330099462,3.0,4.464796833499794,1.5012994263856205,Iris-versicolor
+103,7.716459702379133,2.799384726958341,6.708662529470018,1.9938099773336206,Iris-virginica
+104,6.17501674355835,2.236667228101775,4.561079826900551,1.4922174472262315,Iris-versicolor
+105,4.643630530532551,3.4206540923645234,1.3884261742855186,0.2979435721179896,Iris-setosa
+106,6.783502638711386,3.0,5.522396458771263,2.0804913959242315,Iris-virginica
+107,5.9692102514575405,3.4081293014730316,4.494040950385249,1.6146913537901093,Iris-versicolor
+108,6.210386617405667,2.1926920249611115,4.5254069108296795,1.5106608085782558,Iris-versicolor
+109,7.3056575939930495,2.9072023994122698,6.321892825767101,1.8283432176422991,Iris-virginica
+110,5.9821174987689565,3.3992110800927495,4.483703323760707,1.5995798939779489,Iris-versicolor
+111,5.093901385786895,2.5032782653909136,2.957542496238269,1.0765387266149664,Iris-versicolor
+112,6.696112818746642,3.2933081214499076,5.706461049751576,2.0972310280677564,Iris-virginica
+113,7.9,3.7951656075939266,6.418014067319078,1.9841518230929032,Iris-virginica
+114,5.953375769918092,3.398095197936306,4.480717742609431,1.6069660848337233,Iris-versicolor
+115,7.690364172975426,2.811259560452038,6.693685154737554,2.006564297137893,Iris-virginica
+116,5.871485962700141,3.0952681561965334,4.307040631359787,1.5161424466989708,Iris-versicolor
+117,6.663548705284019,3.295708043458637,5.666912459349895,2.0883238174035657,Iris-virginica
+118,7.590179307308868,3.0,6.565249152050345,2.1093036964766796,Iris-virginica
+119,5.830934303342791,2.732527775491937,4.2253382701224265,1.0596841755671385,Iris-versicolor
diff --git a/iris/tab_ddpm/3/7/test.csv b/iris/tab_ddpm/3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/7/train.csv b/iris/tab_ddpm/3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/7/val.csv b/iris/tab_ddpm/3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/8/synth.csv b/iris/tab_ddpm/3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ef4314ba6280dce9098a64bf8f48f1ad01ca3fdd
--- /dev/null
+++ b/iris/tab_ddpm/3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.797135328322813,3.0,5.483624715699042,2.1014585699710984,Iris-virginica
+1,5.672171988727872,2.840394521137659,4.523803852023073,1.3076681930485348,Iris-versicolor
+2,5.178781015903056,3.424851229672159,1.4022387139284453,0.20231122364762952,Iris-setosa
+3,5.118783520522634,3.7997152571759956,1.6199486122831008,0.20010635182496098,Iris-setosa
+4,6.09527995899811,2.796901449986428,4.697035757861115,1.20084292301797,Iris-versicolor
+5,6.0743106431971325,2.808951210280923,4.668875228134255,1.2076113215825617,Iris-versicolor
+6,6.281943663414179,2.3000023369356857,4.419750205153791,1.302650514563643,Iris-versicolor
+7,5.413275394639268,3.3986466078967466,1.591611951981124,0.4331778050572025,Iris-setosa
+8,6.057350795727449,2.786621546497895,4.655649860928222,1.22449553672605,Iris-versicolor
+9,6.799196376282839,3.0,5.528481816548303,2.0795255936557466,Iris-virginica
+10,4.882727244733525,2.398057494452477,3.3713978059039906,0.9436474272235844,Iris-versicolor
+11,7.712975720879433,2.815518995674736,6.717640478537899,2.0072619383646426,Iris-virginica
+12,6.31602335162011,2.2961256429839727,4.405432687376427,1.3026439452334695,Iris-versicolor
+13,6.281484716247845,3.4044116367755377,5.591337285176689,2.3839659841251226,Iris-virginica
+14,5.075106085361196,3.5268836796381144,1.3931709173538995,0.1979759409490648,Iris-setosa
+15,6.186789078961566,2.1835258933598487,4.500977523356135,1.5031179015239615,Iris-versicolor
+16,5.008846828236101,3.401735181578074,1.5331643437527087,0.40079879319464706,Iris-setosa
+17,5.46383460649623,2.4280986723379137,3.701373612747043,1.0078191827309144,Iris-versicolor
+18,5.715167480948127,3.0,4.3781272374157245,1.51239518199258,Iris-versicolor
+19,4.581772857487827,3.6331545726022636,1.0,0.196388622063169,Iris-setosa
+20,5.870505032897947,2.7263321632623247,5.076242355044048,1.9207915948584753,Iris-virginica
+21,6.130349203384153,2.598392228242273,5.604087757880832,1.4161491692558164,Iris-virginica
+22,6.266808413608169,2.4515260119797637,4.9995217770360725,1.865435294529044,Iris-virginica
+23,7.899998354467058,3.7904871020708004,6.465585693082865,2.002266849109037,Iris-virginica
+24,4.610794183846426,3.628058149028533,1.0,0.20053544591950348,Iris-setosa
+25,5.751304936168162,2.749985370254137,4.311299116722077,1.1183309251550921,Iris-versicolor
+26,5.407077630663155,3.4051522710640407,1.7953732086324625,0.20056686398477325,Iris-setosa
+27,4.63688487928124,3.4138800954943775,1.4175441618986568,0.28351584364125293,Iris-setosa
+28,6.791932225905595,2.790621727161954,4.766182583465254,1.4030275907261247,Iris-versicolor
+29,6.299116620926628,2.4939123081950862,5.0080603494382485,1.8996680646352462,Iris-virginica
+30,7.687540395975121,2.6007798130192854,6.9,2.3072781618932248,Iris-virginica
+31,4.4,3.188881902424501,1.2902781325379804,0.2009082968303877,Iris-setosa
+32,4.807336145808674,3.392995964567622,1.6513786827151473,0.20208632873824156,Iris-setosa
+33,5.908386663314117,3.0,5.068808436541381,1.8190390643486267,Iris-virginica
+34,4.918485292357627,2.418048991366135,3.2241276011464786,1.0477664668353626,Iris-versicolor
+35,6.2984886383987435,2.9025760291916227,5.623359014816145,1.8082700190803656,Iris-virginica
+36,7.719204450323697,2.8083418334630266,6.7292160269564345,1.9923855972410482,Iris-virginica
+37,5.284706738847332,3.686771284525787,1.4803481426942486,0.20104165327468979,Iris-setosa
+38,6.281826242970354,2.270743105736307,4.46648537740689,1.3607162560962105,Iris-versicolor
+39,5.395034882210204,3.3992648711388314,1.7325812226392217,0.2037988791630846,Iris-setosa
+40,6.269836557192757,2.52224970178173,4.961486104456245,1.503843509890498,Iris-versicolor
+41,5.13466933512274,3.712837953048987,1.6309828279691827,0.37965346098229213,Iris-setosa
+42,5.568939582938044,3.0,4.47882072358716,1.5011954607058753,Iris-versicolor
+43,5.9789141619380475,2.697246187015716,5.111171796590204,1.624353642854285,Iris-versicolor
+44,6.607473954106106,3.260891155689944,5.562991279093491,2.072182545231261,Iris-virginica
+45,5.623698040701166,3.7732807830926163,1.6035140259197613,0.2738287406066491,Iris-setosa
+46,4.913598376101624,2.421354796031906,3.4685807864805023,1.0094553568469538,Iris-versicolor
+47,6.083791209621869,2.589056001950831,5.607205624608182,1.399327063443419,Iris-virginica
+48,7.2753961338300135,2.9093683949033147,6.277436672645082,1.792569301434896,Iris-virginica
+49,4.400000448360811,3.2110872599168583,1.330282231383769,0.2047120881737688,Iris-setosa
+50,5.57792915580137,3.0,4.49519727547519,1.5068229862105262,Iris-versicolor
+51,4.8138948367404115,3.0,1.4052548522610435,0.1000001047562505,Iris-setosa
+52,6.302268884629369,3.4057085363137385,5.618407416929184,2.3885596202013972,Iris-virginica
+53,4.914639161053038,3.0,1.392761767146809,0.19989341726345974,Iris-setosa
+54,5.2802670292199565,3.692677958825644,1.6355549791393054,0.198711986709858,Iris-setosa
+55,6.295151816334638,2.291720514605213,4.393319366118102,1.2745982305716774,Iris-versicolor
+56,6.007037075500468,2.7041622006112025,5.1078522369584896,1.601292774852629,Iris-versicolor
+57,5.514735056629364,2.604473142765173,4.384927986405938,1.1944417435689552,Iris-versicolor
+58,7.585152906178347,3.0,6.570597803237357,2.120391574156429,Iris-virginica
+59,6.045474648039107,3.392940659084082,4.5315234221019765,1.605815790142554,Iris-versicolor
+60,4.855655526708,3.39039054989455,1.660074568262006,0.202880095413433,Iris-setosa
+61,6.4814518598482165,3.0,5.836870208353773,2.20401115785184,Iris-virginica
+62,5.610396712435177,2.997664380537836,3.81323279603535,1.3099253047282946,Iris-versicolor
+63,6.797943195397216,2.8097634995534815,4.801442670804096,1.401755714082299,Iris-versicolor
+64,5.087761732378105,3.504462952444202,1.4014706494133287,0.32970300085678445,Iris-setosa
+65,5.401297879540113,3.400012417419446,1.5303435688458393,0.3829641445962947,Iris-setosa
+66,5.695519275916196,2.805075418403055,4.446270674835889,1.3046374512344137,Iris-versicolor
+67,5.864612005838081,3.0,5.093917420658962,1.787337579998711,Iris-virginica
+68,7.402368610750674,2.892628702163124,6.347774933489984,1.822796631255143,Iris-virginica
+69,7.692895365782859,2.5865403175615524,6.899998910626167,2.289966098394888,Iris-virginica
+70,6.545572459216753,3.2241694701865624,5.078453050594197,2.0025725516069333,Iris-virginica
+71,5.894140898632962,3.0,4.214629126360231,1.5134113281123538,Iris-versicolor
+72,6.044610624324129,3.3861345258912796,4.560482205465323,1.6099312892409443,Iris-versicolor
+73,4.79783268190815,3.0,1.4080713272759744,0.10000009440640377,Iris-setosa
+74,4.812613788761053,3.386937882464098,1.5576141665419498,0.20218925049052774,Iris-setosa
+75,5.578207139436431,2.4726152289449788,3.8761499498340415,1.088082256482103,Iris-versicolor
+76,6.714196076977428,3.134435144378798,5.103512851705025,2.174288315104938,Iris-virginica
+77,5.175976960693831,2.702221820592389,3.903415730547575,1.409360571663147,Iris-versicolor
+78,6.69422951515913,2.4986420554241664,5.835025410538581,1.7849078108513732,Iris-virginica
+79,7.066887865103788,3.0,5.829362026047436,2.1264764874738638,Iris-virginica
+80,4.785204381506872,3.0,1.395413897011094,0.2992492899111699,Iris-setosa
+81,5.962928482408255,2.7918981158534018,4.630198716490479,1.1715481982639822,Iris-versicolor
+82,5.886042249278624,3.2090608246466283,4.520357860367479,1.531415092201903,Iris-versicolor
+83,5.618172241455995,3.0,4.18835339676966,1.2899344456125066,Iris-versicolor
+84,6.823843451153201,3.2095285851828126,5.9846017917284975,2.3081034096746005,Iris-virginica
+85,5.9996439997999165,3.4025527169677217,4.516152705794729,1.5970985306935213,Iris-versicolor
+86,4.881319018507083,3.0,1.4025351335196778,0.20985013554364354,Iris-setosa
+87,7.694659562101598,2.8057056413947854,6.695715230447982,2.0068726754619157,Iris-virginica
+88,5.984837646928126,2.908625852028348,4.489875632256243,1.499485724245018,Iris-versicolor
+89,4.999005688042575,2.000000522659164,3.530174000645101,0.9410398590446665,Iris-versicolor
+90,5.086357298219611,3.396722839841714,1.5393084733770201,0.37027681379894695,Iris-setosa
+91,4.624966005596045,3.3926461905218357,1.3893629186962508,0.3638073681673577,Iris-setosa
+92,5.988015034320702,2.898784173564232,4.502969088435249,1.5026453253709102,Iris-versicolor
+93,6.608168163008441,3.0,4.4332578672873195,1.4021448401570096,Iris-versicolor
+94,4.501823368175795,2.315619407298404,1.290696927427269,0.2992928378144338,Iris-setosa
+95,5.594629894555214,2.4628490231903597,3.873138646516271,1.0707953703682447,Iris-versicolor
+96,6.27399964931819,3.30439549992346,4.706016817392167,1.6202297443573659,Iris-versicolor
+97,5.382740814298912,3.4020526433342306,1.589815211047782,0.20302843417853345,Iris-setosa
+98,5.063987806050909,3.529434149152235,1.407359239749099,0.2028467328447593,Iris-setosa
+99,5.3495740442165935,3.3961096609136048,1.5846806111793057,0.19621196685584866,Iris-setosa
+100,4.497081106934698,2.2837430814770703,1.2980659380863515,0.3032561625372161,Iris-setosa
+101,5.141356605329255,3.724095720145842,1.5846342733401804,0.4197522532062461,Iris-setosa
+102,6.182108578082024,2.200572319354756,4.499862717498721,1.5021979375065675,Iris-versicolor
+103,5.0806112990110694,3.81488425904522,1.6710088446422402,0.1961041615823677,Iris-setosa
+104,5.899177286746344,3.0,5.052070164965119,1.7889762556982438,Iris-virginica
+105,6.6962649633928155,3.071959863615719,4.700374236464176,1.5074059385884289,Iris-versicolor
+106,6.70172257957706,3.1063020380829265,4.687978131135349,1.5049192257114172,Iris-versicolor
+107,4.888461124398316,3.1102101892853677,1.4993749925429471,0.1,Iris-setosa
+108,4.797996430843924,3.4054733260554753,1.632873425409454,0.19569296398542915,Iris-setosa
+109,4.797662552924356,3.0,1.4001629731855603,0.10000009188326767,Iris-setosa
+110,6.310205493869244,2.888769385039833,5.602263605062424,1.7928633018622149,Iris-virginica
+111,5.018877359494198,3.585061938272333,1.390181041782844,0.19635258227343133,Iris-setosa
+112,7.61016840747832,3.0,6.606045981956523,2.085807506718185,Iris-virginica
+113,6.4122076297859225,2.907276680876002,4.316788130788045,1.3033383896787039,Iris-versicolor
+114,5.687500052515204,2.8864794516839463,4.1715216377881745,1.3029447432096837,Iris-versicolor
+115,6.296908844038599,2.4971479302792874,4.941533050060126,1.5015558432102079,Iris-versicolor
+116,7.455633181316761,3.0,6.40656154071536,2.097998443744956,Iris-virginica
+117,6.861675581261892,3.0463028025599925,5.165583122481479,2.282090175843623,Iris-virginica
+118,6.2713821613325855,2.2866617065996615,4.426878044460506,1.337074192321475,Iris-versicolor
+119,6.105126978273805,2.806894450655992,4.699171700487401,1.2098966868261916,Iris-versicolor
diff --git a/iris/tab_ddpm/3/8/test.csv b/iris/tab_ddpm/3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/8/train.csv b/iris/tab_ddpm/3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/8/val.csv b/iris/tab_ddpm/3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/9/synth.csv b/iris/tab_ddpm/3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ecc654b4ef24d4d86f3f4ce4c79e77209b9651d
--- /dev/null
+++ b/iris/tab_ddpm/3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.399614645891181,3.3880276377299703,1.6497355166268917,0.20454245351864764,Iris-setosa
+1,6.701386585986667,3.2825885252769567,5.692403695750197,2.4999995573808826,Iris-virginica
+2,4.927718068306622,2.4283849977294714,3.3371099612900705,1.0255516150700765,Iris-versicolor
+3,5.401515812138887,3.4032170248821245,1.7227214148525212,0.2013812817098137,Iris-setosa
+4,5.2771605533344506,3.692603800907158,1.5406551617964785,0.19985269363381786,Iris-setosa
+5,5.701544807718993,2.843028760836659,4.122729679610435,1.2348053554744403,Iris-versicolor
+6,4.899479928318952,3.1078846686092803,1.4964792878643545,0.1000001020934482,Iris-setosa
+7,5.402916870606168,3.9,1.3121513842696104,0.40801560168028383,Iris-setosa
+8,5.103156242561118,3.806512674930108,1.7000183170020637,0.19689195408053095,Iris-setosa
+9,5.177698687091919,2.7122109733533035,3.9652657736437793,1.407687044377275,Iris-versicolor
+10,6.271756064732788,2.2943063509424055,4.409364889064349,1.2736972155602635,Iris-versicolor
+11,5.17474048294903,3.429739957883359,1.4003391407596977,0.20090946127883105,Iris-setosa
+12,6.111440778699207,3.0,4.617485655054005,1.419245317143923,Iris-versicolor
+13,5.994187640022442,3.4105973106380847,4.50003586627164,1.6186000796745965,Iris-versicolor
+14,7.349450714819505,2.8966460943941903,6.330327780690683,1.7683486541887843,Iris-virginica
+15,5.694445633547185,3.8017221140285327,1.6574874792938936,0.3364218808521653,Iris-setosa
+16,4.987383535405859,3.6190450687285383,1.3893968194838897,0.19808941122388593,Iris-setosa
+17,6.76623537955687,3.226038659379269,5.803753515369625,2.304910193122351,Iris-virginica
+18,6.687187869176289,3.315496661183853,5.6844881400560565,2.1064543356610788,Iris-virginica
+19,6.403806093220456,2.9076050016439146,4.288891856332108,1.3112849923701446,Iris-versicolor
+20,5.989422978254643,2.8963225639517045,4.558165867029065,1.5000305778195733,Iris-versicolor
+21,4.889496635623383,3.3984137902610803,1.590340569935066,0.23320812579163988,Iris-setosa
+22,6.421658432177304,2.8986909303426587,4.294405367130719,1.3011490315168035,Iris-versicolor
+23,5.806669605616715,2.717144572330021,5.097937745735895,1.8924047564423474,Iris-virginica
+24,4.7953177832548315,3.3986145296489743,1.5758925686634666,0.20156586391872203,Iris-setosa
+25,4.895243819944863,3.102848591949129,1.595552143599813,0.10000011043342538,Iris-setosa
+26,7.721794420359053,2.8044536437702114,6.7176244330558275,1.9935688121660184,Iris-virginica
+27,6.191866565444396,3.0037883345467002,4.676673858486272,1.4383033890925983,Iris-versicolor
+28,4.4,3.213091209749013,1.3066845975125596,0.20085452803206577,Iris-setosa
+29,6.136669145185444,2.8088806078835185,4.684628871131404,1.207843083691674,Iris-versicolor
+30,4.599791539407817,3.3903548113532764,1.4007419711682059,0.299759357262214,Iris-setosa
+31,6.923265708498635,3.098870800337135,5.072701885108585,2.317445889492902,Iris-virginica
+32,5.2101215255420525,3.4082788242606226,1.4028394811995393,0.20218718445397768,Iris-setosa
+33,6.499590802156127,3.20256229080625,5.155814271867231,2.0049735660001673,Iris-virginica
+34,7.899998752905132,3.8042863484465763,6.396492187413411,2.0120744652769194,Iris-virginica
+35,6.467029118070804,3.201073635829315,5.08778094399706,1.976678531716209,Iris-virginica
+36,5.099600453144925,3.799874553318985,1.4968711027614576,0.1984101296701054,Iris-setosa
+37,6.519034506354181,3.1926532597281065,5.10319040694383,2.009261493951332,Iris-virginica
+38,5.797034896118966,2.693107144107173,4.026614414308909,1.0386625836083556,Iris-versicolor
+39,5.664708643709768,3.0,4.509900349456743,1.4902319999566136,Iris-versicolor
+40,6.385370025641091,2.8666399570124037,4.360423886097959,1.2733841699172572,Iris-versicolor
+41,5.732831794405791,3.0,4.462617074405238,1.4960313632357292,Iris-versicolor
+42,6.320016308956677,2.8749685808086385,5.602160262876389,1.8012481319028026,Iris-virginica
+43,4.509485453828593,2.301789251057258,1.3026898675877567,0.3272458688296591,Iris-setosa
+44,5.196843756343805,2.6982586844309897,3.868741795905429,1.395627497349961,Iris-versicolor
+45,5.823985022165046,2.7052217151775304,5.1097610012080565,1.8865951142065551,Iris-virginica
+46,6.315090929933552,3.2706913674950715,4.731793617204081,1.6046158185006782,Iris-versicolor
+47,6.685695790236206,2.499080201065718,5.797564983502924,1.8111773807609568,Iris-virginica
+48,6.514097890102585,3.197192487975608,5.094319347066958,1.9927089273442231,Iris-virginica
+49,7.680444494985637,2.81281127367692,6.676548855513924,1.996349574064536,Iris-virginica
+50,5.102049080589566,3.8038511612866768,1.5506532719962531,0.20423341472734538,Iris-setosa
+51,6.89545101470798,3.222070950177094,5.717575573726881,2.314284605367287,Iris-virginica
+52,6.323943262707969,2.292428369053696,4.417075828349387,1.3209050143761822,Iris-versicolor
+53,6.406877533905066,2.9139462264849936,4.280758811334594,1.3041811216593509,Iris-versicolor
+54,6.49344155269903,3.205124252406063,5.042861528423858,2.0061004740607635,Iris-virginica
+55,5.40073218483049,3.4022765084362954,1.556095663099264,0.2934155500897511,Iris-setosa
+56,5.4727321154258615,3.9,1.2707237293685192,0.3852036780049265,Iris-setosa
+57,4.895847683838865,3.0,1.4032651481671892,0.20173205427498184,Iris-setosa
+58,5.3819124006549925,3.407808109903348,1.611723545097925,0.19754447362676542,Iris-setosa
+59,7.8999983805954574,3.788786892747104,6.423737845041545,2.0060406351345828,Iris-virginica
+60,5.173037807715782,3.755481893359791,1.498458087289549,0.1952262500424209,Iris-setosa
+61,6.10571617849266,2.5973284690382896,5.600139878502012,1.4047949621487692,Iris-virginica
+62,6.4891960758269915,3.0,5.807489854746357,2.19162103187528,Iris-virginica
+63,5.34292762908056,2.430885661730999,3.517239659076028,1.0165933640334566,Iris-versicolor
+64,5.487320950696023,2.5900313061179063,4.3839288493242385,1.1755762824804987,Iris-versicolor
+65,7.127216868058752,3.0,5.901804365356867,2.0965222643139407,Iris-virginica
+66,5.099755856883614,3.5006292077341867,1.4062681216498558,0.3775787574395124,Iris-setosa
+67,6.304606250158545,2.888546459644817,5.6051580346888485,1.80880846204567,Iris-virginica
+68,4.4,2.9015666244513585,1.3927772396879723,0.20118914456783635,Iris-setosa
+69,4.953071255895178,2.41851695465644,3.0439256311724474,1.0713411884184147,Iris-versicolor
+70,5.200922684185001,3.4016361268360704,1.4034881908288124,0.195804935446749,Iris-setosa
+71,5.761136948787848,2.846136239731688,4.276936951354477,1.2296844384868486,Iris-versicolor
+72,6.528738832977168,3.0,5.870491303704442,2.1959235238922052,Iris-virginica
+73,6.143766818109392,2.850689026974377,4.668211422469799,1.2033107825441678,Iris-versicolor
+74,6.695905253287289,3.28498467416336,5.700649061594797,2.4999993620788943,Iris-virginica
+75,5.1091646417631305,3.813571026850186,1.633112307110188,0.2036368575824371,Iris-setosa
+76,6.503066284220715,3.0,5.463188278998048,1.832478693989634,Iris-virginica
+77,6.296917002165245,2.888660820845913,5.600229673742376,1.806319510704347,Iris-virginica
+78,4.990156751484139,2.0000005952920206,3.4902793940022714,0.9374034045473918,Iris-versicolor
+79,6.809249229339716,3.1935976621696476,5.866603705356292,2.2962605978156483,Iris-virginica
+80,7.181884199517138,3.0,6.070225693913505,2.125778704194772,Iris-virginica
+81,4.618332573155721,3.4026867920720703,1.4048247231485091,0.32496645556480724,Iris-setosa
+82,6.024748961152245,2.2197266480444826,5.029565986445863,1.5129484181092838,Iris-virginica
+83,4.900523815771008,3.1183674011538813,1.5226512825943264,0.1,Iris-setosa
+84,5.806284595107558,2.7082307115869084,4.093451021345756,1.025209006878122,Iris-versicolor
+85,5.095584142139053,3.5018320982101314,1.39555603141905,0.22068811857243836,Iris-setosa
+86,6.397082868381008,2.907321429615597,4.289707647965062,1.3002188616852666,Iris-versicolor
+87,5.617727939517686,3.0,4.077492597211077,1.294586295435749,Iris-versicolor
+88,4.881357697606367,3.0847138205895197,1.4957343703189288,0.1,Iris-setosa
+89,6.957649157472521,3.2064281027534824,5.662622911062556,2.3056762989457185,Iris-virginica
+90,5.62064530849778,3.7958100177294303,1.5211350628575413,0.2980911457049369,Iris-setosa
+91,5.9946665078534815,2.7365304615731114,5.018332070982033,1.5786605669450342,Iris-versicolor
+92,5.389383458661358,3.899999642221445,1.2957140836365801,0.4625416358149399,Iris-setosa
+93,5.940120068847569,2.7036682236451988,5.246728710370687,1.870456714233939,Iris-virginica
+94,6.100559210774525,2.6379369151123933,4.963351056921891,1.5725830552648428,Iris-versicolor
+95,6.805956147210331,3.0,5.473256081416967,2.10081964443866,Iris-virginica
+96,5.004797682802383,3.596797468573695,1.3938939580760392,0.19744426311349325,Iris-setosa
+97,4.400000543407904,3.2232944983161786,1.306295426677837,0.2051611981851402,Iris-setosa
+98,5.550246968194815,2.452750211563598,3.817670563650098,1.0440717401506048,Iris-versicolor
+99,6.296740742495152,3.2966586534795765,4.673343521238807,1.6305498096534659,Iris-versicolor
+100,5.025991820814538,3.400012660449047,1.6478590148452057,0.3990809800152583,Iris-setosa
+101,6.274950024470103,3.1998826928008706,4.645047112934911,1.5776261540866932,Iris-versicolor
+102,6.28593147922134,2.512113167983811,4.902149101444317,1.4924740185764316,Iris-versicolor
+103,6.699776946855891,3.29286612654917,5.679157500521886,2.130645445533653,Iris-virginica
+104,6.765784484278551,2.815919262415684,4.831340408243216,1.4081170988652476,Iris-versicolor
+105,4.996098789687285,2.0,3.4998137585274702,0.9307287961195088,Iris-versicolor
+106,7.536384596159662,3.0,6.523553222372602,2.1215039677609795,Iris-virginica
+107,5.798470612774286,2.7075674068597158,4.077731766062052,1.014006786513687,Iris-versicolor
+108,6.012125984750706,2.6939004728691787,5.151867150017106,1.6123051612014294,Iris-versicolor
+109,4.82771965203867,3.0,1.3956667213101592,0.30439635989871255,Iris-setosa
+110,6.014256329726866,2.199458187556143,5.019085538163767,1.514542070437911,Iris-virginica
+111,5.427810001223512,3.3838502673586546,1.842515120591087,0.2038729327841663,Iris-setosa
+112,7.685661654951243,2.6032115654795733,6.9,2.288262178741748,Iris-virginica
+113,5.572997706657239,2.4751871226862776,3.8640286306791327,1.1126737707343017,Iris-versicolor
+114,6.80538287212705,2.805979495898303,4.805947312601178,1.3963054212282564,Iris-versicolor
+115,6.2591573896152255,2.5456148234706095,4.896953283859764,1.517855743793327,Iris-versicolor
+116,6.615688818424922,3.0,4.400755402505067,1.4094188684983622,Iris-versicolor
+117,5.0047844501422585,3.6224726725834078,1.4046136573241887,0.20031303612086213,Iris-setosa
+118,5.998819217138652,2.1986417950828887,4.994113403686095,1.5033017293333244,Iris-virginica
+119,5.09340030629037,3.803085735229919,1.6449371448585683,0.1992942556308793,Iris-setosa
diff --git a/iris/tab_ddpm/3/9/test.csv b/iris/tab_ddpm/3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/9/train.csv b/iris/tab_ddpm/3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/9/val.csv b/iris/tab_ddpm/3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/diffusion.pt b/iris/tab_ddpm/3/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5771b52067e7acd6e285408b4228a25fcaf4a794
--- /dev/null
+++ b/iris/tab_ddpm/3/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d8ea6ae3c877ec32aec89fa82810ce9249fb3f2f1497b8b0a799be8d5d3fa9b
+size 6499269
diff --git a/iris/tab_ddpm/3/diffusion_state.json b/iris/tab_ddpm/3/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..6edaa4ff37dbb558b422fc958a1a46562d778499
--- /dev/null
+++ b/iris/tab_ddpm/3/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55227431d94ad973096b3b2ad4a4bd70d30ee787968b828a136a4c451b3bc4ca
+size 6480710
diff --git a/iris/tab_ddpm/3/model.pt b/iris/tab_ddpm/3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8215ce23e31460d1b84d760e87d25786b4b4566f
--- /dev/null
+++ b/iris/tab_ddpm/3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e333f3ec16336b44d681ac2b95db514fb5019230f8ab528ba2977f4f97091c6c
+size 6456342
diff --git a/iris/tab_ddpm/3/model_state.json b/iris/tab_ddpm/3/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..a0d34a4c9430220735eb3b1c24b4a3b79f76d3de
--- /dev/null
+++ b/iris/tab_ddpm/3/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9ad11cb700fdcb43fd15cf16b39dfb21ca3f82a5d58b4edc3b33d300c4943ba6
+size 6453564
diff --git a/iris/tab_ddpm/3/params.json b/iris/tab_ddpm/3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/3/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0afc612db39c14dca9f1f9b551c4643f0d58c7062a4fb0e22d23360816b81cc3
+size 331
diff --git a/iris/tab_ddpm/3/tab_ddpm_eval.ipynb b/iris/tab_ddpm/3/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..929ba71654dd77688a037657cc5538727816e490
--- /dev/null
+++ b/iris/tab_ddpm/3/tab_ddpm_eval.ipynb
@@ -0,0 +1,2297 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "0a2a90da",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:40.670695Z",
+     "iopub.status.busy": "2024-07-21T13:46:40.670303Z",
+     "iopub.status.idle": "2024-07-21T13:46:53.280520Z",
+     "shell.execute_reply": "2024-07-21T13:46:53.279257Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.623617,
+     "end_time": "2024-07-21T13:46:53.283405",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:40.659788",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 41%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c2fbc71d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:53.310923Z",
+     "iopub.status.busy": "2024-07-21T13:46:53.309891Z",
+     "iopub.status.idle": "2024-07-21T13:46:53.318916Z",
+     "shell.execute_reply": "2024-07-21T13:46:53.317913Z"
+    },
+    "papermill": {
+     "duration": 0.025592,
+     "end_time": "2024-07-21T13:46:53.321221",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:53.295629",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n%cd /kaggle/working\\n!rm -rf ml-utility-loss\\n!git clone https://github.com/R-N/ml-utility-loss\\n%cd ml-utility-loss\\n!git pull\\n!rm setup.py\\n!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\\n!pip install .\\n#!pip install . --no-deps --force-reinstall --upgrade\\n#'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "!rm -rf ml-utility-loss\n",
+    "!git clone https://github.com/R-N/ml-utility-loss\n",
+    "%cd ml-utility-loss\n",
+    "!git pull\n",
+    "!rm setup.py\n",
+    "!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\n",
+    "!pip install .\n",
+    "#!pip install . --no-deps --force-reinstall --upgrade\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bcc09f04",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011224,
+     "end_time": "2024-07-21T13:46:53.344155",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:53.332931",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "be1af3d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:53.369738Z",
+     "iopub.status.busy": "2024-07-21T13:46:53.368879Z",
+     "iopub.status.idle": "2024-07-21T13:46:53.377835Z",
+     "shell.execute_reply": "2024-07-21T13:46:53.376580Z"
+    },
+    "papermill": {
+     "duration": 0.023951,
+     "end_time": "2024-07-21T13:46:53.380168",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:53.356217",
+     "status": "completed"
+    },
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "import os\n",
+    "\n",
+    "datasets = [\n",
+    "    \"insurance\",\n",
+    "    \"treatment\",\n",
+    "    \"contraceptive\"\n",
+    "]\n",
+    "models = [\"tab_ddpm_concat\"]\n",
+    "single_model = \"tab_ddpm_concat\"\n",
+    "\n",
+    "\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = None\n",
+    "study_dir = \"./\"\n",
+    "\n",
+    "path_prefix = \"../../../../\"\n",
+    "\n",
+    "dataset_dir=os.path.join(path_prefix, \"ml-utility-loss\", \"datasets\")\n",
+    "dataset_name = \"contraceptive\"\n",
+    "\n",
+    "direction = \"maximize\"\n",
+    "model_name = \"tab_ddpm_mlu\"\n",
+    "\n",
+    "mlu_model_dir=os.path.join(path_prefix, \"final\")\n",
+    "mlu_model_name = \"tab_ddpm_concat\"\n",
+    "mlu_run = True\n",
+    "\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "\n",
+    "df_name = \"df\"\n",
+    "\n",
+    "folder = \"eval\"\n",
+    "path = None\n",
+    "debug = False\n",
+    "\n",
+    "param_index = 0\n",
+    "repo_index = 5\n",
+    "use_all_data = False\n",
+    "\n",
+    "epoch_scale = 1\n",
+    "save_model = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d6c9b24e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:53.404747Z",
+     "iopub.status.busy": "2024-07-21T13:46:53.404384Z",
+     "iopub.status.idle": "2024-07-21T13:46:53.410725Z",
+     "shell.execute_reply": "2024-07-21T13:46:53.409740Z"
+    },
+    "papermill": {
+     "duration": 0.021673,
+     "end_time": "2024-07-21T13:46:53.413031",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:53.391358",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/3\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "fecc3db7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:53.439082Z",
+     "iopub.status.busy": "2024-07-21T13:46:53.438704Z",
+     "iopub.status.idle": "2024-07-21T13:46:53.445208Z",
+     "shell.execute_reply": "2024-07-21T13:46:53.444220Z"
+    },
+    "papermill": {
+     "duration": 0.022489,
+     "end_time": "2024-07-21T13:46:53.447463",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:53.424974",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "c5b87fff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:53.472548Z",
+     "iopub.status.busy": "2024-07-21T13:46:53.472205Z",
+     "iopub.status.idle": "2024-07-21T13:46:54.733660Z",
+     "shell.execute_reply": "2024-07-21T13:46:54.732439Z"
+    },
+    "papermill": {
+     "duration": 1.277153,
+     "end_time": "2024-07-21T13:46:54.736255",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:53.459102",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "3fb8bd9d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:54.762012Z",
+     "iopub.status.busy": "2024-07-21T13:46:54.761583Z",
+     "iopub.status.idle": "2024-07-21T13:46:55.860171Z",
+     "shell.execute_reply": "2024-07-21T13:46:55.858977Z"
+    },
+    "papermill": {
+     "duration": 1.114789,
+     "end_time": "2024-07-21T13:46:55.862699",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:54.747910",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "1835a909",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:55.888233Z",
+     "iopub.status.busy": "2024-07-21T13:46:55.887552Z",
+     "iopub.status.idle": "2024-07-21T13:46:55.898094Z",
+     "shell.execute_reply": "2024-07-21T13:46:55.897095Z"
+    },
+    "papermill": {
+     "duration": 0.025805,
+     "end_time": "2024-07-21T13:46:55.900270",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:55.874465",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/3\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "3de28296",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:55.929915Z",
+     "iopub.status.busy": "2024-07-21T13:46:55.929097Z",
+     "iopub.status.idle": "2024-07-21T13:46:56.332591Z",
+     "shell.execute_reply": "2024-07-21T13:46:56.331353Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.420469,
+     "end_time": "2024-07-21T13:46:56.335280",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:55.914811",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import json\n",
+    "import os\n",
+    "\n",
+    "df = pd.read_csv(os.path.join(dataset_dir, f\"{dataset_name}.csv\"))\n",
+    "with open(os.path.join(dataset_dir, f\"{dataset_name}.json\")) as f:\n",
+    "    info = json.load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "849647a9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:56.362371Z",
+     "iopub.status.busy": "2024-07-21T13:46:56.361133Z",
+     "iopub.status.idle": "2024-07-21T13:46:58.237039Z",
+     "shell.execute_reply": "2024-07-21T13:46:58.235795Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.892197,
+     "end_time": "2024-07-21T13:46:58.239553",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:56.347356",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import split_df_ratio\n",
+    "\n",
+    "task = info[\"task\"]\n",
+    "target = info[\"target\"]\n",
+    "cat_features = info[\"cat_features\"]\n",
+    "mixed_features = info[\"mixed_features\"]\n",
+    "longtail_features = info[\"longtail_features\"]\n",
+    "integer_features = info[\"integer_features\"]\n",
+    "\n",
+    "dfs = {\n",
+    "    \"df\": df,\n",
+    "}\n",
+    "dfs_test = {}\n",
+    "for i in range(5):\n",
+    "    train, test = split_df_ratio(df, ratio=0.2, i=i, seed=42)\n",
+    "    dfs[i] = train\n",
+    "    dfs_test[i] = test\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "7d211f8a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:58.268630Z",
+     "iopub.status.busy": "2024-07-21T13:46:58.267458Z",
+     "iopub.status.idle": "2024-07-21T13:46:58.276645Z",
+     "shell.execute_reply": "2024-07-21T13:46:58.275862Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.025956,
+     "end_time": "2024-07-21T13:46:58.278712",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:58.252756",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import mkdir, seed\n",
+    "\n",
+    "if isinstance(df_name, int) or df_name.isdigit():\n",
+    "    seed(int(df_name))\n",
+    "else:\n",
+    "    seed(0)\n",
+    "#model_name_2 = f\"{model_name}_{dataset_name}_{df_name}\"\n",
+    "if model_dir_2 is None:\n",
+    "    model_dir_2 = os.path.join(model_dir, model_name, dataset_name, str(df_name))\n",
+    "mkdir(model_dir_2)\n",
+    "model_path = os.path.join(model_dir_2, f\"model.pt\")\n",
+    "diffusion_path = os.path.join(model_dir_2, f\"diffusion.pt\")\n",
+    "trainer_path = os.path.join(model_dir_2, f\"trainer.pt\")\n",
+    "model_state_path = os.path.join(model_dir_2, f\"model_state.json\")\n",
+    "diffusion_state_path = os.path.join(model_dir_2, f\"diffusion_state.json\")\n",
+    "params_path = os.path.join(model_dir_2, f\"params.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "1dd145db",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:58.305076Z",
+     "iopub.status.busy": "2024-07-21T13:46:58.304727Z",
+     "iopub.status.idle": "2024-07-21T13:46:58.310613Z",
+     "shell.execute_reply": "2024-07-21T13:46:58.309375Z"
+    },
+    "executionInfo": {
+     "elapsed": 11,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "-YDZUU9QUCwx",
+    "outputId": "50dcb58c-f0de-4f40-f97f-79a3cd23681b",
+    "papermill": {
+     "duration": 0.022074,
+     "end_time": "2024-07-21T13:46:58.313013",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:58.290939",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "ecaed8c4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:58.340004Z",
+     "iopub.status.busy": "2024-07-21T13:46:58.339277Z",
+     "iopub.status.idle": "2024-07-21T13:46:58.469395Z",
+     "shell.execute_reply": "2024-07-21T13:46:58.468149Z"
+    },
+    "papermill": {
+     "duration": 0.147252,
+     "end_time": "2024-07-21T13:46:58.472421",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:58.325169",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as TAB_DDPM_PARAMS\n",
+    "import ml_utility_loss.synthesizers.lct_gan.params as LCT_GAN_PARAMS\n",
+    "import ml_utility_loss.synthesizers.realtabformer.params as RTF_PARAMS\n",
+    "from ml_utility_loss.synthesizers.realtabformer.params.default import GPT2_PARAMS, REALTABFORMER_PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "\n",
+    "tab_ddpm_params = getattr(TAB_DDPM_PARAMS, dataset_name).BEST\n",
+    "lct_gan_params = getattr(LCT_GAN_PARAMS, dataset_name).BEST\n",
+    "lct_ae_params = filter_dict_2(lct_gan_params, LCT_GAN_PARAMS.default.AE_PARAMS)\n",
+    "rtf_params = getattr(RTF_PARAMS, dataset_name).BEST\n",
+    "rtf_params = filter_dict(rtf_params, REALTABFORMER_PARAMS)\n",
+    "\n",
+    "lct_ae_embedding_size=lct_gan_params[\"embedding_size\"]\n",
+    "tab_ddpm_normalization=\"quantile\"\n",
+    "tab_ddpm_cat_encoding=tab_ddpm_params[\"cat_encoding\"]\n",
+    "#tab_ddpm_cat_encoding=\"one-hot\"\n",
+    "tab_ddpm_y_policy=\"default\"\n",
+    "tab_ddpm_is_y_cond=True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "b1dfc914",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:58.504202Z",
+     "iopub.status.busy": "2024-07-21T13:46:58.503773Z",
+     "iopub.status.idle": "2024-07-21T13:47:03.425740Z",
+     "shell.execute_reply": "2024-07-21T13:47:03.424679Z"
+    },
+    "papermill": {
+     "duration": 4.940994,
+     "end_time": "2024-07-21T13:47:03.429291",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:58.488297",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:47:00.494975: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-21 13:47:00.495041: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-21 13:47:00.496831: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "6f442828",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:03.472324Z",
+     "iopub.status.busy": "2024-07-21T13:47:03.470734Z",
+     "iopub.status.idle": "2024-07-21T13:47:03.479150Z",
+     "shell.execute_reply": "2024-07-21T13:47:03.478030Z"
+    },
+    "papermill": {
+     "duration": 0.032542,
+     "end_time": "2024-07-21T13:47:03.481697",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:03.449155",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_rtf_embed\n",
+    "\n",
+    "rtf_embed = None\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    rtf_embed = load_rtf_embed(\n",
+    "        dataset_name=dataset_name,\n",
+    "        model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "        model_name=\"realtabformer\",\n",
+    "        df_name=\"df\",\n",
+    "        ckpt_type=\"best-disc-model\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "79d117d4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:03.514217Z",
+     "iopub.status.busy": "2024-07-21T13:47:03.513743Z",
+     "iopub.status.idle": "2024-07-21T13:47:06.789317Z",
+     "shell.execute_reply": "2024-07-21T13:47:06.788081Z"
+    },
+    "papermill": {
+     "duration": 3.296186,
+     "end_time": "2024-07-21T13:47:06.792110",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:03.495924",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.preprocessing import DataPreprocessor\n",
+    "\n",
+    "preprocessor = DataPreprocessor(\n",
+    "    task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    mixed_features=mixed_features,\n",
+    "    longtail_features=longtail_features,\n",
+    "    integer_features=integer_features,\n",
+    "    lct_ae_embedding_size=lct_ae_embedding_size,\n",
+    "    lct_ae_params=lct_ae_params,\n",
+    "    lct_ae=lct_ae,\n",
+    "    tab_ddpm_normalization=tab_ddpm_normalization,\n",
+    "    tab_ddpm_cat_encoding=tab_ddpm_cat_encoding,\n",
+    "    tab_ddpm_y_policy=tab_ddpm_y_policy,\n",
+    "    tab_ddpm_is_y_cond=tab_ddpm_is_y_cond,\n",
+    "    realtabformer_embedding=rtf_embed,\n",
+    "    realtabformer_params=rtf_params,\n",
+    ")\n",
+    "preprocessor.fit(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "7cdbdadd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:06.823261Z",
+     "iopub.status.busy": "2024-07-21T13:47:06.822875Z",
+     "iopub.status.idle": "2024-07-21T13:47:06.829604Z",
+     "shell.execute_reply": "2024-07-21T13:47:06.828709Z"
+    },
+    "papermill": {
+     "duration": 0.025332,
+     "end_time": "2024-07-21T13:47:06.831835",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:06.806503",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "74b43f49",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:06.860816Z",
+     "iopub.status.busy": "2024-07-21T13:47:06.860424Z",
+     "iopub.status.idle": "2024-07-21T13:47:07.400448Z",
+     "shell.execute_reply": "2024-07-21T13:47:07.399575Z"
+    },
+    "papermill": {
+     "duration": 0.55763,
+     "end_time": "2024-07-21T13:47:07.403048",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:06.845418",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import create_model, ISABMode, LoRAMode\n",
+    "import ml_utility_loss.loss_learning.estimator.params2 as PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "import torch\n",
+    "import json\n",
+    "\n",
+    "clear_memory()\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    param_space = {\n",
+    "        **getattr(PARAMS, dataset_name).PARAM_SPACE,\n",
+    "        #**getattr(PARAMS, dataset_name).PARAM_SPACE_2\n",
+    "    }\n",
+    "    params = getattr(PARAMS, dataset_name).BEST_DICT[gp][gp_multiply][single_model]\n",
+    "    #params = PARAMS.default.update_params_2(params, info[\"sizes\"])\n",
+    "    params[\"single_model\"] = False\n",
+    "    if models:\n",
+    "        params[\"models\"] = models\n",
+    "    if single_model:\n",
+    "        params[\"fixed_role_model\"] = single_model\n",
+    "        params[\"single_model\"] = True\n",
+    "        params[\"models\"] = [single_model]\n",
+    "    if gp:\n",
+    "        params[\"gradient_penalty_mode\"] = \"ALL\"\n",
+    "        params[\"mse_mag\"] = True\n",
+    "        if gp_multiply:\n",
+    "            params[\"mse_mag_multiply\"] = True\n",
+    "            #params[\"mse_mag_target\"] = 1.0\n",
+    "        else:\n",
+    "            params[\"mse_mag_multiply\"] = False\n",
+    "            #params[\"mse_mag_target\"] = 0.1\n",
+    "    else:\n",
+    "        params[\"gradient_penalty_mode\"] = \"NONE\"\n",
+    "        params[\"mse_mag\"] = False\n",
+    "    with open(\"params.json\", \"w\") as f:\n",
+    "        json.dump(params, f)\n",
+    "    params = map_parameters(params, param_space=param_space)\n",
+    "    params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "6c98ca97",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:07.434309Z",
+     "iopub.status.busy": "2024-07-21T13:47:07.433216Z",
+     "iopub.status.idle": "2024-07-21T13:47:07.440845Z",
+     "shell.execute_reply": "2024-07-21T13:47:07.439889Z"
+    },
+    "papermill": {
+     "duration": 0.025993,
+     "end_time": "2024-07-21T13:47:07.443161",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:07.417168",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "70363b1c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:07.473220Z",
+     "iopub.status.busy": "2024-07-21T13:47:07.472399Z",
+     "iopub.status.idle": "2024-07-21T13:47:07.526019Z",
+     "shell.execute_reply": "2024-07-21T13:47:07.525143Z"
+    },
+    "papermill": {
+     "duration": 0.071489,
+     "end_time": "2024-07-21T13:47:07.528631",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:07.457142",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "e81ee9c5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:07.560034Z",
+     "iopub.status.busy": "2024-07-21T13:47:07.559640Z",
+     "iopub.status.idle": "2024-07-21T13:47:07.566199Z",
+     "shell.execute_reply": "2024-07-21T13:47:07.565186Z"
+    },
+    "papermill": {
+     "duration": 0.025245,
+     "end_time": "2024-07-21T13:47:07.568517",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:07.543272",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    if mlu_run is True:\n",
+    "        mlu_run = mlu_params[\"mlu_run\"]\n",
+    "    mlu_params.pop(\"mlu_run\", None)\n",
+    "    mlu_model_dir_2 = os.path.join(mlu_model_dir, dataset_name, mlu_model_name, str(mlu_run))\n",
+    "    mlu_model_path = os.path.join(mlu_model_dir_2, f\"model.pt\")\n",
+    "\n",
+    "    mlu_model.load_state_dict(torch.load(mlu_model_path))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "17856754",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:07.598218Z",
+     "iopub.status.busy": "2024-07-21T13:47:07.597464Z",
+     "iopub.status.idle": "2024-07-21T13:47:07.602105Z",
+     "shell.execute_reply": "2024-07-21T13:47:07.601093Z"
+    },
+    "papermill": {
+     "duration": 0.022014,
+     "end_time": "2024-07-21T13:47:07.604181",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:07.582167",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1e3b46fe",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:07.634313Z",
+     "iopub.status.busy": "2024-07-21T13:47:07.633630Z",
+     "iopub.status.idle": "2024-07-21T13:47:07.640405Z",
+     "shell.execute_reply": "2024-07-21T13:47:07.639431Z"
+    },
+    "papermill": {
+     "duration": 0.024315,
+     "end_time": "2024-07-21T13:47:07.642621",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:07.618306",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "bad12932",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:07.675494Z",
+     "iopub.status.busy": "2024-07-21T13:47:07.675114Z",
+     "iopub.status.idle": "2024-07-21T13:47:07.682303Z",
+     "shell.execute_reply": "2024-07-21T13:47:07.681303Z"
+    },
+    "papermill": {
+     "duration": 0.027073,
+     "end_time": "2024-07-21T13:47:07.684567",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:07.657494",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "6e7ae8d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:07.714043Z",
+     "iopub.status.busy": "2024-07-21T13:47:07.713380Z",
+     "iopub.status.idle": "2024-07-21T13:47:07.723232Z",
+     "shell.execute_reply": "2024-07-21T13:47:07.722246Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.026824,
+     "end_time": "2024-07-21T13:47:07.725282",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:07.698458",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "from ml_utility_loss.tuning import create_objective\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.params.default import RTDL_PARAMS\n",
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "params = getattr(PARAMS, dataset_name).BEST\n",
+    "\n",
+    "model_params={\n",
+    "    **params,\n",
+    "}\n",
+    "\n",
+    "n_layers = model_params.pop(\"n_layers\")\n",
+    "d_layers_0 = model_params.pop(\"d_layers_0\")\n",
+    "d_layers_i = model_params.pop(\"d_layers_i\")\n",
+    "d_layers_n = model_params.pop(\"d_layers_n\")\n",
+    "d_layers = [\n",
+    "    d_layers_0,\n",
+    "    *[d_layers_i for _ in range(n_layers-2)],\n",
+    "    d_layers_n,\n",
+    "]\n",
+    "model_params[\"d_layers\"] = d_layers\n",
+    "\n",
+    "model_params[\"steps\"] = int(round(epoch_scale * model_params[\"steps\"]))\n",
+    "\n",
+    "rtdl_params = filter_dict(model_params, RTDL_PARAMS)\n",
+    "model_params = {k: v for k, v in model_params.items() if k not in rtdl_params}\n",
+    "model_params[\"rtdl_params\"] = rtdl_params\n",
+    "model_params_ = deepcopy(model_params)\n",
+    "model_params[\"mlu_trainer\"] = mlu_trainer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "16c65062",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:47:07.753893Z",
+     "iopub.status.busy": "2024-07-21T13:47:07.753222Z",
+     "iopub.status.idle": "2024-07-21T13:54:47.521806Z",
+     "shell.execute_reply": "2024-07-21T13:54:47.520886Z"
+    },
+    "executionInfo": {
+     "elapsed": 343737,
+     "status": "ok",
+     "timestamp": 1697361491663,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "outputId": "996f2f4a-9065-4001-9854-bff40326818c",
+    "papermill": {
+     "duration": 459.785733,
+     "end_time": "2024-07-21T13:54:47.524401",
+     "exception": false,
+     "start_time": "2024-07-21T13:47:07.738668",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/84830 MLoss: 0.0 GLoss: 0.3531 Sum: 0.3531\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3073 Sum: 0.3073\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2912 Sum: 0.2912\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2796 Sum: 0.2796\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.2743 Sum: 0.2743\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.2667 Sum: 0.2667\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2635 Sum: 0.2635\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.2562 Sum: 0.2562\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2509 Sum: 0.2509\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2487 Sum: 0.2487\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.2447 Sum: 0.2447\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.2435 Sum: 0.2435\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2436 Sum: 0.2436\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2367 Sum: 0.2367\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.2362 Sum: 0.2362\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.2376 Sum: 0.2376\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.2323 Sum: 0.2323\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.2313 Sum: 0.2313\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2305 Sum: 0.2305\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.2285 Sum: 0.2285\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2273 Sum: 0.2273\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.2239 Sum: 0.2239\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.2218 Sum: 0.2218\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.2255 Sum: 0.2255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2222 Sum: 0.2222\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.2211 Sum: 0.2211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.2222 Sum: 0.2222\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2195 Sum: 0.2195\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.2194 Sum: 0.2194\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.219 Sum: 0.219\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.217 Sum: 0.217\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.2171 Sum: 0.2171\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2178 Sum: 0.2178\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.2141 Sum: 0.2141\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.2142 Sum: 0.2142\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.2154 Sum: 0.2154\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.2118 Sum: 0.2118\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.2148 Sum: 0.2148\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.2123 Sum: 0.2123\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.2116 Sum: 0.2116\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2126 Sum: 0.2126\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.2095 Sum: 0.2095\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.2096 Sum: 0.2096\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2093 Sum: 0.2093\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.208 Sum: 0.208\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2062 Sum: 0.2062\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2057 Sum: 0.2057\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2043 Sum: 0.2043\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2055 Sum: 0.2055\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.2042 Sum: 0.2042\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2028 Sum: 0.2028\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.204 Sum: 0.204\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2036 Sum: 0.2036\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2033 Sum: 0.2033\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.2012 Sum: 0.2012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.2012 Sum: 0.2012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.2011 Sum: 0.2011\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1997 Sum: 0.1997\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1991 Sum: 0.1991\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1992 Sum: 0.1992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.1987 Sum: 0.1987\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1982 Sum: 0.1982\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.198 Sum: 0.198\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.1978 Sum: 0.1978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1976 Sum: 0.1976\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1956 Sum: 0.1956\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1976 Sum: 0.1976\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1942 Sum: 0.1942\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1921 Sum: 0.1921\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1939 Sum: 0.1939\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1902 Sum: 0.1902\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1948 Sum: 0.1948\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.1934 Sum: 0.1934\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.1924 Sum: 0.1924\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1915 Sum: 0.1915\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.synthesizers.tvae.wrapper import TVAE\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.pipeline import train as _train, sample as _sample\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "clear_memory()\n",
+    "\n",
+    "train = dfs[df_name_2]\n",
+    "\n",
+    "model, diffusion, trainer = _train(\n",
+    "    train,\n",
+    "    task_type=task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    **model_params,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76538205",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023684,
+     "end_time": "2024-07-21T13:54:47.569684",
+     "exception": false,
+     "start_time": "2024-07-21T13:54:47.546000",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "13bc15b0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:54:47.614413Z",
+     "iopub.status.busy": "2024-07-21T13:54:47.614021Z",
+     "iopub.status.idle": "2024-07-21T13:54:47.686579Z",
+     "shell.execute_reply": "2024-07-21T13:54:47.685749Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.097906,
+     "end_time": "2024-07-21T13:54:47.689149",
+     "exception": false,
+     "start_time": "2024-07-21T13:54:47.591243",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "\n",
+    "if save_model:\n",
+    "    if True or not os.path.exists(model_path):\n",
+    "        torch.save(model, model_path)\n",
+    "    if True or not os.path.exists(diffusion_path):\n",
+    "        torch.save(diffusion, diffusion_path)\n",
+    "    trainer.mlu_trainer = None\n",
+    "    #torch.save(trainer, trainer_path)\n",
+    "    if True or not os.path.exists(model_state_path):\n",
+    "        torch.save(deepcopy(model.state_dict()), model_state_path)\n",
+    "    if True or not os.path.exists(diffusion_state_path):\n",
+    "        torch.save(deepcopy(diffusion.state_dict()), diffusion_state_path)\n",
+    "if True or not os.path.exists(params_path):\n",
+    "    with open(params_path, \"w\") as f:\n",
+    "        json.dump(model_params_, f, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "5d599219",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:54:47.734787Z",
+     "iopub.status.busy": "2024-07-21T13:54:47.734426Z",
+     "iopub.status.idle": "2024-07-21T13:55:07.649341Z",
+     "shell.execute_reply": "2024-07-21T13:55:07.648438Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 19.941193,
+     "end_time": "2024-07-21T13:55:07.652017",
+     "exception": false,
+     "start_time": "2024-07-21T13:54:47.710824",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for i in range(30):\n",
+    "    seed(i)\n",
+    "    # Create synthetic data\n",
+    "    synth_df = _sample(\n",
+    "        diffusion,\n",
+    "        batch_size=model_params[\"batch_size\"],\n",
+    "        num_samples=len(train)\n",
+    "    )\n",
+    "    model_dir_3 = os.path.join(model_dir_2, str(i))\n",
+    "    mkdir(model_dir_3)\n",
+    "    synth_path = os.path.join(model_dir_3, f\"synth.csv\")\n",
+    "    train_path = os.path.join(model_dir_3, f\"train.csv\")\n",
+    "    val_path = os.path.join(model_dir_3, f\"val.csv\")\n",
+    "    test_path = os.path.join(model_dir_3, f\"test.csv\")\n",
+    "\n",
+    "    synth_df.to_csv(synth_path)\n",
+    "    dfs[df_name_2].to_csv(train_path)\n",
+    "    if df_name in dfs_test:\n",
+    "        dfs_test[df_name].to_csv(val_path)\n",
+    "        dfs_test[df_name].to_csv(test_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0cab3b9a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.020516,
+     "end_time": "2024-07-21T13:55:07.695609",
+     "exception": false,
+     "start_time": "2024-07-21T13:55:07.675093",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyP9QeEydtXrVGW6XxyuLIx2",
+   "mount_file_id": "1thrslXDsb3UiDvvPU--356QMeNaiFBdW",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 511.276248,
+   "end_time": "2024-07-21T13:55:10.336516",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/3/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/3/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 3,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/3",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T13:46:39.060268",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file